Update all .md files with Hugging Face Spaces configuration
Browse files- 800x1080_PRINT_EXAMPLE.md +12 -66
- CLEAN_SOLUTION.md +10 -107
- CONFLICT_ANALYSIS.md +12 -92
- CORRECT_FIX_2x2_GRID.md +12 -83
- EDITABLE_FORMATS_EXPLAINED.md +12 -92
- EMOTION_BASED_SELECTION.md +12 -78
- EXACT_800x1080_LAYOUT.md +12 -73
- EXACT_PAGE_MATCH_800x1080.md +12 -77
- FINAL_12_PAGES_SOLUTION.md +12 -108
- FINAL_FIX_12_PANELS.md +12 -87
- FIXES_APPLIED.md +12 -103
- FIXES_SUMMARY.md +12 -88
- FRAME_GENERATION_FIX.md +12 -64
- FULL_STORY_QUALITY_FIX.md +12 -100
- INTERACTIVE_COMIC_EDITOR.md +12 -77
- NO_GAPS_FIX.md +12 -68
- NO_ZOOM_FIX_GUIDE.md +12 -75
- PAGES_800x1080_IMPLEMENTATION.md +12 -100
- PAGE_IMAGES_GUIDE.md +12 -175
- PAGE_IMAGES_IMPLEMENTATION.md +12 -123
- PDF_EXPORT_GUIDE.md +12 -149
- PDF_SIZING_FIX.md +12 -137
- PRINT_GUIDE_800x1080.md +12 -140
- README_2K_PANELS.md +12 -142
- README_AI_MODELS.md +10 -224
- README_COLOR_PRESERVATION.md +12 -111
- README_ENHANCED.md +10 -352
- README_FULL_STORY.md +12 -150
- README_LIGHTWEIGHT_AI.md +10 -229
- README_SMART_COMIC.md +12 -114
- README_WEB_INTERFACE.md +12 -232
- SAVE_EDITABLE_COMIC_GUIDE.md +12 -163
- SMART_FRAME_SELECTION.md +12 -74
- UNITY_COMIC_INTEGRATION.md +12 -153
- WORKING_SOLUTION.md +12 -83
- fix_smart_comic_display.md +12 -73
- readme.md +12 -57
800x1080_PRINT_EXAMPLE.md
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│ │ │ │ │
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│ ├─────────┼─────────┤ │
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│ │ │ │ │
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│ │ Panel 3 │ Panel 4 │ │
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│ │ │ │ │
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│ └─────────┴─────────┘ │
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│ │
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│ [800x1080] │
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└─────────────────────────────────┘
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```
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## Features
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### Display
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- **Text**: "800x1080"
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- **Position**: Bottom-right corner
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- **Style**: Monospace font, gray color
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- **Background**: Semi-transparent white
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- **Border**: Light gray border
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### Visibility
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- ✅ Shows in browser view
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- ✅ Shows when printing
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- ✅ Shows in PDF export
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- ✅ Shows in saved HTML
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## Customization Options
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The "800x1080" text appears with:
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- **Font**: Monospace (technical look)
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- **Size**: 14px
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- **Color**: #666 (medium gray)
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- **Padding**: 5px 10px
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- **Border**: 1px solid #ddd
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## When You Print
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The "800x1080" text will:
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1. Appear on every page
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2. Print in the bottom-right corner
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3. Be clearly visible but not intrusive
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4. Help identify the page resolution
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## Alternative Positions
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You can move it by adding CSS classes:
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- `top-left`: Top-left corner
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- `top-right`: Top-right corner
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- `bottom-left`: Bottom-left corner
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- `bottom-right`: Default position
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## Result
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Now every comic page clearly shows it's rendered at 800x1080 resolution, both on screen and when printed!
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---
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title: Comic Generator
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emoji: "🎨"
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colorFrom: "purple"
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colorTo: "blue"
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sdk: gradio
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sdk_version: "3.43"
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app_file: app_enhanced.py
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pinned: false
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---
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This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
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CLEAN_SOLUTION.md
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### ✅ Problem 2: Too Many Panels
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- **Issue**: Generated all frames instead of meaningful ones
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- **Solution**: Smart selection of ONLY 12 key moments
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- **Result**: Concise story with important scenes only
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### ✅ Problem 3: Wrong Layout
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- **Issue**: Fixed 2x2 grid (4 panels)
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- **Solution**: Adaptive grid (3x4 for 12 panels)
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- **Result**: Proper comic layout
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## 🚀 How to Use
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### Option 1: Simple App (Recommended)
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```bash
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python app_simple.py
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```
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- Upload video at http://localhost:5000
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- Automatically generates 12-panel comic
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- Preserves all colors
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- Clean 3x4 grid layout
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### Option 2: Direct Test
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```bash
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python test_clean_comic.py
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```
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- Tests with existing video/subtitles
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- Shows frame extraction process
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## 📊 What It Does
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1. **Analyzes Story**:
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- Scores each subtitle by importance
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- Looks for: intro, conflict, emotion, action, conclusion
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- Selects exactly 12 most meaningful moments
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2. **Extracts Frames**:
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- ONLY extracts frames for selected moments
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- No wasted processing
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- Preserves original quality
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3. **Creates Layout**:
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- 3x4 grid for 12 panels
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- Clean HTML viewer
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- No styling or effects
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## 🎨 Example Selection
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From 100+ subtitles → 12 key moments:
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1. "Hello, my name is..." (Introduction)
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2. "But there's a problem!" (Conflict)
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3. "We must find a way..." (Challenge)
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4. "I have an idea!" (Solution)
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5. "Let's do this together" (Teamwork)
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6. "Watch out!" (Action)
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7. "That was close..." (Tension)
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8. "We're almost there!" (Progress)
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9. "This is it!" (Climax)
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10. "We did it!" (Victory)
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11. "Thank you so much" (Resolution)
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12. "Until next time..." (Conclusion)
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## 📁 Output
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```
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output/
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├── comic_simple.html # Clean viewer
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└── comic_data.json # Panel information
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frames/final/
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├── frame000.png # Original colors
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├── frame001.png # No styling
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├── ...
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└── frame011.png # 12 total
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```
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## 🔧 Key Differences
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### Old System:
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- Complex, conflicting code
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- Comic styling ruins colors
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- Generates too many panels
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- Fixed 4-panel layout
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### Clean System:
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- Simple, focused code
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- No styling (preserves colors)
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- Exactly 12 meaningful panels
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- Proper grid layout
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## ✨ Benefits
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1. **Quality**: Original image colors preserved
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2. **Story**: Only important moments selected
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3. **Layout**: Clean 3x4 grid
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4. **Speed**: Faster (less processing)
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5. **Simplicity**: Easy to understand and modify
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---
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---
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title: Comic Generator
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emoji: "🎨"
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colorFrom: "purple"
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colorTo: "blue"
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sdk: gradio
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sdk_version: "3.43"
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app_file: app_enhanced.py
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pinned: false
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---
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This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
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CONFLICT_ANALYSIS.md
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- Tries to copy to `frames/final/` but the copy operation was failing
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- Even after fixing the copy operation, frames might not be extracted properly
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**Solution Applied**:
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- Created `backend/keyframes/keyframes_fixed.py` with direct extraction to `frames/final/`
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- No intermediate subdirectories
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- Better error handling and fallback
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## 2. **Multiple Filtering Points** ⚠️
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**Locations**: Multiple places in `app_enhanced.py`
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**Problem**:
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- Step 2: Extracts 48 moments ✅
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- Bubble generation: Was re-filtering to 12 → **FIXED**
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- Page generation: Expects frames but finds 0
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**Solution Applied**:
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- Disabled re-filtering in bubble generation (line 421-439)
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- Ensured `_filtered_count = 48` is stored and used consistently
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- Modified bubble generation to use all 48 selected moments
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## 3. **Inconsistent Frame Count Tracking** 🔄
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**Location**: Throughout `app_enhanced.py`
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**Problem**:
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- `_filtered_count` not consistently set
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- Some methods use local frame count, others use filtered count
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- Page generation expects frames that don't exist
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**Solution Applied**:
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- Set `self._filtered_count = len(filtered_subs)` after story extraction
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- Ensure this count is used in bubble generation and page layout
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## The Complete Flow (After Fixes)
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```
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1. Extract Frames (simple method) → All frames
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2. Extract Story → 48 key moments from subtitles
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3. Generate Keyframes → Extract 48 specific frames
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4. Enhance Frames → Apply to all 48 frames
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5. Generate Bubbles → Create bubbles for 48 frames
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6. Generate Pages → 12 pages × 4 panels = 48 total
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```
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## Key Integration Point
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The main issue was in Step 3 - the `generate_keyframes_story` was:
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1. Not properly extracting frames from video
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2. Failing to copy them to the final directory
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3. Not providing feedback about failures
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## What Should Happen Now
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With the fixes applied:
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1. **Story Extraction**: 89 subtitles → 48 moments ✅
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2. **Frame Extraction**: 48 frames saved directly to `frames/final/` ✅
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3. **Enhancement**: All 48 frames enhanced ✅
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4. **Page Generation**: 12 pages with 2x2 grid ✅
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5. **Total Output**: 48 panels telling complete story ✅
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## Verification
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Check for these log messages:
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- "📚 Full story: 48 key moments from 89 total"
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- "✅ Total frames in frames/final: 48"
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- "📖 Generating 12-page comic summary (2x2 grid per page)"
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- "✅ Generated 12 pages with 48 total panels"
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## If Still Failing
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The issue might be:
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1. Video file not accessible
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2. OpenCV not installed properly
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3. Permissions issue with frame directories
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4. The simple frame extraction at the beginning interfering
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Run the app again and look for the new logging messages!
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---
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title: Comic Generator
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emoji: "🎨"
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colorFrom: "purple"
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colorTo: "blue"
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sdk: gradio
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sdk_version: "3.43"
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app_file: app_enhanced.py
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pinned: false
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---
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This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
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|
CORRECT_FIX_2x2_GRID.md
CHANGED
|
@@ -1,83 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Each page has 2x2 grid (4 panels)
|
| 14 |
-
- Each panel takes 1/4 of the page
|
| 15 |
-
- Clean, organized layout
|
| 16 |
-
|
| 17 |
-
### 2. **12 Meaningful Panels Total** ✅
|
| 18 |
-
- Story extractor selects 12 key moments
|
| 19 |
-
- Filters out unimportant frames
|
| 20 |
-
- Covers intro, conflict, climax, resolution
|
| 21 |
-
|
| 22 |
-
### 3. **3 Pages Generated** ✅
|
| 23 |
-
- Page 1: Panels 1-4 (Introduction)
|
| 24 |
-
- Page 2: Panels 5-8 (Development/Conflict)
|
| 25 |
-
- Page 3: Panels 9-12 (Climax/Resolution)
|
| 26 |
-
|
| 27 |
-
### 4. **Colors Preserved** ✅
|
| 28 |
-
- Comic styling disabled
|
| 29 |
-
- No processing that changes colors
|
| 30 |
-
- Original image quality
|
| 31 |
-
|
| 32 |
-
## 📊 Layout Structure
|
| 33 |
-
|
| 34 |
-
```
|
| 35 |
-
Page 1: Page 2: Page 3:
|
| 36 |
-
┌───┬───┐ ┌───┬───┐ ┌───┬───┐
|
| 37 |
-
│ 1 │ 2 │ │ 5 │ 6 │ │ 9 │ 10│
|
| 38 |
-
├───┼───┤ ├───┼───┤ ├───┼───┤
|
| 39 |
-
│ 3 │ 4 │ │ 7 │ 8 │ │ 11│ 12│
|
| 40 |
-
└───┴───┘ └───┴───┘ └───┴───┘
|
| 41 |
-
2x2 grid 2x2 grid 2x2 grid
|
| 42 |
-
```
|
| 43 |
-
|
| 44 |
-
## 🔧 Implementation
|
| 45 |
-
|
| 46 |
-
### Created: `backend/fixed_2x2_pages.py`
|
| 47 |
-
- `generate_12_panels_2x2_grid()`: Creates 3 pages with 2x2 grid
|
| 48 |
-
- `extract_12_meaningful_frames()`: Selects 12 key moments
|
| 49 |
-
- Proper panel dimensions (row_span=6, col_span=6)
|
| 50 |
-
|
| 51 |
-
### Modified: `app_enhanced.py`
|
| 52 |
-
- Uses new 2x2 grid generator
|
| 53 |
-
- Extracts exactly 12 meaningful frames
|
| 54 |
-
- Preserves original colors
|
| 55 |
-
|
| 56 |
-
## 🎯 How It Works
|
| 57 |
-
|
| 58 |
-
1. **Video Upload** → Extract all subtitles
|
| 59 |
-
2. **Story Analysis** → Score each moment by importance
|
| 60 |
-
3. **Frame Selection** → Pick exactly 12 key moments
|
| 61 |
-
4. **Frame Extraction** → Get frames for those 12 moments only
|
| 62 |
-
5. **Page Generation** → Create 3 pages, 4 panels each (2x2 grid)
|
| 63 |
-
6. **No Styling** → Keep original colors
|
| 64 |
-
|
| 65 |
-
## ✅ Result
|
| 66 |
-
|
| 67 |
-
When you run the app now:
|
| 68 |
-
- **12 meaningful story panels** (not all frames)
|
| 69 |
-
- **3 pages with 2x2 grid** (4 panels per page)
|
| 70 |
-
- **Original colors preserved** (no green tint)
|
| 71 |
-
- **Smart story selection** (intro → conflict → resolution)
|
| 72 |
-
|
| 73 |
-
## 📄 Output
|
| 74 |
-
|
| 75 |
-
```
|
| 76 |
-
output/
|
| 77 |
-
├── page.html # Page 1 (panels 1-4)
|
| 78 |
-
├── page2.html # Page 2 (panels 5-8)
|
| 79 |
-
├── page3.html # Page 3 (panels 9-12)
|
| 80 |
-
└── panels/ # Individual 640x800 images
|
| 81 |
-
```
|
| 82 |
-
|
| 83 |
-
The comic generator now creates exactly what you requested: 12 meaningful panels in 2x2 grid format across 3 pages!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
EDITABLE_FORMATS_EXPLAINED.md
CHANGED
|
@@ -1,92 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### 1. **HTML = Your Editable Master File** 🌐
|
| 14 |
-
|
| 15 |
-
Think of it like:
|
| 16 |
-
- **HTML** = Photoshop .PSD file (editable)
|
| 17 |
-
- **PDF** = JPEG export (final output)
|
| 18 |
-
|
| 19 |
-
**How to use:**
|
| 20 |
-
1. Generate comic → Creates `page.html`
|
| 21 |
-
2. Open in browser → Edit freely
|
| 22 |
-
3. **Save the HTML file** to your computer
|
| 23 |
-
4. Open it anytime to continue editing
|
| 24 |
-
5. Export to PDF when you need to share
|
| 25 |
-
|
| 26 |
-
### 2. **Self-Contained HTML Package** 📦
|
| 27 |
-
|
| 28 |
-
I've created a special packager that creates a single HTML file with:
|
| 29 |
-
- All images embedded
|
| 30 |
-
- All editing features
|
| 31 |
-
- No external dependencies
|
| 32 |
-
- Can be shared and edited
|
| 33 |
-
|
| 34 |
-
```python
|
| 35 |
-
# Run this to create portable HTML
|
| 36 |
-
from backend.html_packager import create_portable_comic
|
| 37 |
-
create_portable_comic()
|
| 38 |
-
# Creates: output/comic_portable.html
|
| 39 |
-
```
|
| 40 |
-
|
| 41 |
-
### 3. **Online Comic Editor** 🔗
|
| 42 |
-
|
| 43 |
-
Keep your comic online:
|
| 44 |
-
- Access from anywhere
|
| 45 |
-
- Share editable link
|
| 46 |
-
- Always have latest version
|
| 47 |
-
- No files to manage
|
| 48 |
-
|
| 49 |
-
## Comparison
|
| 50 |
-
|
| 51 |
-
| Feature | PDF | HTML | Portable HTML |
|
| 52 |
-
|---------|-----|------|---------------|
|
| 53 |
-
| Editable text | ❌ | ✅ | ✅ |
|
| 54 |
-
| Draggable bubbles | ❌ | ✅ | ✅ |
|
| 55 |
-
| Shareable | ✅ | ⚠️ | ✅ |
|
| 56 |
-
| Self-contained | ✅ | ❌ | ✅ |
|
| 57 |
-
| Works offline | ✅ | ⚠️ | ✅ |
|
| 58 |
-
| Professional output | ✅ | ✅ | ✅ |
|
| 59 |
-
|
| 60 |
-
## Recommended Workflow
|
| 61 |
-
|
| 62 |
-
### For Personal Use:
|
| 63 |
-
1. Generate comic
|
| 64 |
-
2. Edit in browser
|
| 65 |
-
3. Bookmark the page
|
| 66 |
-
4. Export PDF when needed
|
| 67 |
-
|
| 68 |
-
### For Sharing Editable Version:
|
| 69 |
-
1. Generate comic
|
| 70 |
-
2. Create portable HTML
|
| 71 |
-
3. Share the HTML file
|
| 72 |
-
4. Recipients can edit in their browser
|
| 73 |
-
|
| 74 |
-
### For Final Distribution:
|
| 75 |
-
1. Complete all edits
|
| 76 |
-
2. Export to PDF
|
| 77 |
-
3. Share the PDF (not editable)
|
| 78 |
-
|
| 79 |
-
## Why This Approach?
|
| 80 |
-
|
| 81 |
-
1. **Best of both worlds**: Keep editability, export when needed
|
| 82 |
-
2. **No special software**: Just a web browser
|
| 83 |
-
3. **Version control**: Save multiple HTML versions
|
| 84 |
-
4. **Professional output**: PDF for final sharing
|
| 85 |
-
|
| 86 |
-
## The Bottom Line
|
| 87 |
-
|
| 88 |
-
- **PDF** = Final, non-editable output
|
| 89 |
-
- **HTML** = Your working, editable file
|
| 90 |
-
- **Portable HTML** = Shareable, editable file
|
| 91 |
-
|
| 92 |
-
Save your HTML files like you would save any document - they ARE your editable comics!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
EMOTION_BASED_SELECTION.md
CHANGED
|
@@ -1,78 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
2. **Search video for matching facial expressions** 🔍
|
| 14 |
-
3. **Select frames where face matches dialogue** ✅
|
| 15 |
-
4. **Create comic with perfect emotion matching** 🎭
|
| 16 |
-
|
| 17 |
-
## The Process
|
| 18 |
-
|
| 19 |
-
### Step 1: Emotion Analysis of Dialogue
|
| 20 |
-
```
|
| 21 |
-
Dialogue: "I'm so happy to see you!"
|
| 22 |
-
→ Detected emotion: HAPPY (85% confidence)
|
| 23 |
-
```
|
| 24 |
-
|
| 25 |
-
### Step 2: Video Scanning
|
| 26 |
-
For each dialogue, the system:
|
| 27 |
-
- Scans 2 seconds of video around that dialogue
|
| 28 |
-
- Analyzes facial expressions in multiple frames
|
| 29 |
-
- Checks eye state (avoiding closed eyes)
|
| 30 |
-
- Calculates emotion match scores
|
| 31 |
-
|
| 32 |
-
### Step 3: Smart Selection
|
| 33 |
-
```
|
| 34 |
-
Frame 1234: Happy face (90% match) + Open eyes ✅
|
| 35 |
-
Frame 1235: Neutral face (20% match) + Open eyes ❌
|
| 36 |
-
Frame 1236: Happy face (85% match) + Half-closed eyes ❌
|
| 37 |
-
Frame 1237: Happy face (88% match) + Open eyes ✅ ← Selected!
|
| 38 |
-
```
|
| 39 |
-
|
| 40 |
-
### Step 4: Result
|
| 41 |
-
A comic where:
|
| 42 |
-
- Happy dialogue → Happy facial expression
|
| 43 |
-
- Sad dialogue → Sad facial expression
|
| 44 |
-
- Angry dialogue → Angry facial expression
|
| 45 |
-
- And so on...
|
| 46 |
-
|
| 47 |
-
## Example Output
|
| 48 |
-
|
| 49 |
-
When enabled, you'll see:
|
| 50 |
-
```
|
| 51 |
-
🎭 Emotion-Based Frame Selection
|
| 52 |
-
📝 Analyzing 48 dialogues for emotions...
|
| 53 |
-
📖 Dialogue 1: 'Hello! How are you?' → happy
|
| 54 |
-
📖 Dialogue 2: 'I lost my toy...' → sad
|
| 55 |
-
📖 Dialogue 3: 'What?! Really?!' → surprised
|
| 56 |
-
|
| 57 |
-
🎬 Scanning video for matching facial expressions...
|
| 58 |
-
🔍 Finding best frame for dialogue 1: happy emotion
|
| 59 |
-
✅ Selected frame with happy face (match: 92%, eyes: open)
|
| 60 |
-
🔍 Finding best frame for dialogue 2: sad emotion
|
| 61 |
-
✅ Selected frame with sad face (match: 85%, eyes: open)
|
| 62 |
-
```
|
| 63 |
-
|
| 64 |
-
## Benefits
|
| 65 |
-
|
| 66 |
-
1. **More Expressive Comics**: Characters' faces match what they're saying
|
| 67 |
-
2. **Better Storytelling**: Emotions enhance the narrative
|
| 68 |
-
3. **No Awkward Frames**: Avoids closed eyes AND mismatched expressions
|
| 69 |
-
4. **Automatic Selection**: AI does the hard work of finding perfect frames
|
| 70 |
-
|
| 71 |
-
## Usage
|
| 72 |
-
|
| 73 |
-
Simply enable "Smart Mode" when generating your comic. The system will:
|
| 74 |
-
1. Analyze all dialogue emotions
|
| 75 |
-
2. Find matching facial expressions
|
| 76 |
-
3. Create a comic with perfect emotion alignment
|
| 77 |
-
|
| 78 |
-
This creates comics that are not just visually correct (open eyes) but also emotionally coherent!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
EXACT_800x1080_LAYOUT.md
CHANGED
|
@@ -1,73 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
│ Panel 3 │ Panel 4 │ } 540px
|
| 14 |
-
│ 400×540 │ 400×540 │
|
| 15 |
-
└───────────────┴───────────────┘
|
| 16 |
-
400px 400px
|
| 17 |
-
|
| 18 |
-
Total: 800px × 1080px ✓
|
| 19 |
-
```
|
| 20 |
-
|
| 21 |
-
## What I've Implemented
|
| 22 |
-
|
| 23 |
-
### Panel Dimensions
|
| 24 |
-
- Each panel: **400px × 540px**
|
| 25 |
-
- Grid: 2×2 (no gaps)
|
| 26 |
-
- Total: **800px × 1080px**
|
| 27 |
-
|
| 28 |
-
### CSS Applied
|
| 29 |
-
```css
|
| 30 |
-
.comic-grid {
|
| 31 |
-
grid-template-columns: 400px 400px;
|
| 32 |
-
grid-template-rows: 540px 540px;
|
| 33 |
-
gap: 0; /* No gaps */
|
| 34 |
-
width: 800px;
|
| 35 |
-
height: 1080px;
|
| 36 |
-
}
|
| 37 |
-
|
| 38 |
-
.panel {
|
| 39 |
-
width: 400px;
|
| 40 |
-
height: 540px;
|
| 41 |
-
}
|
| 42 |
-
```
|
| 43 |
-
|
| 44 |
-
## Print Result
|
| 45 |
-
|
| 46 |
-
When you print:
|
| 47 |
-
1. **4 panels** combine seamlessly
|
| 48 |
-
2. **No gaps** between panels
|
| 49 |
-
3. **Exact dimensions**: 800×1080
|
| 50 |
-
4. **Perfect alignment**
|
| 51 |
-
|
| 52 |
-
## Benefits
|
| 53 |
-
|
| 54 |
-
- ✅ Pixel-perfect accuracy
|
| 55 |
-
- ✅ No wasted space
|
| 56 |
-
- ✅ Clean grid layout
|
| 57 |
-
- ✅ Predictable sizing
|
| 58 |
-
|
| 59 |
-
## How It Works
|
| 60 |
-
|
| 61 |
-
1. **Source panels**: 400×540 each
|
| 62 |
-
2. **Grid layout**: 2×2 with no gaps
|
| 63 |
-
3. **Combined result**: 800×1080
|
| 64 |
-
4. **Print output**: Exact size maintained
|
| 65 |
-
|
| 66 |
-
## Visual Math
|
| 67 |
-
|
| 68 |
-
```
|
| 69 |
-
Width: 400 + 400 = 800 ✓
|
| 70 |
-
Height: 540 + 540 = 1080 ✓
|
| 71 |
-
```
|
| 72 |
-
|
| 73 |
-
Your comic pages will print at exactly 800×1080 pixels!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
EXACT_PAGE_MATCH_800x1080.md
CHANGED
|
@@ -1,77 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
```
|
| 15 |
-
Page Title (outside)
|
| 16 |
-
┌─────────────────────┐ ← Page boundary (800×1080)
|
| 17 |
-
│┌─────────┬─────────┐│
|
| 18 |
-
││ 400×540 │ 400×540 ││ ← Grid fills entire page
|
| 19 |
-
│├─────────┼─────────┤│
|
| 20 |
-
││ 400×540 │ 400×540 ││
|
| 21 |
-
│└─────────┴─────────┘│
|
| 22 |
-
└─────────────────────┘
|
| 23 |
-
↑ ↑
|
| 24 |
-
0px 800px
|
| 25 |
-
|
| 26 |
-
Page height: exactly 1080px
|
| 27 |
-
```
|
| 28 |
-
|
| 29 |
-
### CSS Applied:
|
| 30 |
-
|
| 31 |
-
```css
|
| 32 |
-
.comic-page {
|
| 33 |
-
width: 800px; /* Exact width */
|
| 34 |
-
height: 1080px; /* Exact height */
|
| 35 |
-
padding: 0; /* No padding */
|
| 36 |
-
position: relative;
|
| 37 |
-
overflow: hidden;
|
| 38 |
-
}
|
| 39 |
-
|
| 40 |
-
.comic-grid {
|
| 41 |
-
width: 800px;
|
| 42 |
-
height: 1080px;
|
| 43 |
-
position: absolute;
|
| 44 |
-
top: 0;
|
| 45 |
-
left: 0;
|
| 46 |
-
/* Grid fills entire page */
|
| 47 |
-
}
|
| 48 |
-
```
|
| 49 |
-
|
| 50 |
-
### Benefits:
|
| 51 |
-
|
| 52 |
-
✅ **Page size = Image size** (800×1080)
|
| 53 |
-
✅ **No extra space** around images
|
| 54 |
-
✅ **Perfect for Unity** import
|
| 55 |
-
✅ **Clean export** without margins
|
| 56 |
-
|
| 57 |
-
### Unity Integration:
|
| 58 |
-
|
| 59 |
-
When you screenshot/export:
|
| 60 |
-
- Page is exactly 800×1080
|
| 61 |
-
- No white space or padding
|
| 62 |
-
- Images fill entire area
|
| 63 |
-
- Ready for direct Unity import
|
| 64 |
-
|
| 65 |
-
### Print Result:
|
| 66 |
-
|
| 67 |
-
- Prints at exact 800×1080
|
| 68 |
-
- No margins or padding
|
| 69 |
-
- Full image coverage
|
| 70 |
-
- Professional appearance
|
| 71 |
-
|
| 72 |
-
## Summary
|
| 73 |
-
|
| 74 |
-
The page container now **exactly matches** the combined image dimensions:
|
| 75 |
-
- Width: 400 + 400 = 800px ✓
|
| 76 |
-
- Height: 540 + 540 = 1080px ✓
|
| 77 |
-
- No extra space anywhere!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
FINAL_12_PAGES_SOLUTION.md
CHANGED
|
@@ -1,108 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### Created: `backend/fixed_12_pages_2x2.py`
|
| 14 |
-
|
| 15 |
-
1. **`generate_12_pages_2x2_grid()`**:
|
| 16 |
-
- Creates exactly 12 pages
|
| 17 |
-
- Each page has 2x2 grid (4 panels)
|
| 18 |
-
- Total: 48 panels maximum
|
| 19 |
-
|
| 20 |
-
2. **`select_meaningful_frames()`**:
|
| 21 |
-
- Smart story selection algorithm
|
| 22 |
-
- Allocates panels across story phases:
|
| 23 |
-
- Pages 1-2: Introduction (8 panels)
|
| 24 |
-
- Pages 3-6: Development (16 panels)
|
| 25 |
-
- Pages 7-10: Climax (16 panels)
|
| 26 |
-
- Pages 11-12: Resolution (8 panels)
|
| 27 |
-
|
| 28 |
-
## 📊 Layout Structure
|
| 29 |
-
|
| 30 |
-
```
|
| 31 |
-
Page 1: Page 2: Page 3: ... Page 12:
|
| 32 |
-
┌───┬───┐ ┌───┬───┐ ┌───┬───┐ ┌───┬───┐
|
| 33 |
-
│ 1 │ 2 │ │ 5 │ 6 │ │ 9 │10 │ │45 │46 │
|
| 34 |
-
├───┼───┤ ├───┼───┤ ├───┼───┤ ├───┼───┤
|
| 35 |
-
│ 3 │ 4 │ │ 7 │ 8 │ │11 │12 │ │47 │48 │
|
| 36 |
-
└───┴───┘ └───┴───┘ └───┴───┘ └───┴───┘
|
| 37 |
-
Intro Intro cont. Development Resolution
|
| 38 |
-
```
|
| 39 |
-
|
| 40 |
-
## 🎯 Story Distribution
|
| 41 |
-
|
| 42 |
-
### Pages 1-2 (Introduction)
|
| 43 |
-
- 8 panels total
|
| 44 |
-
- Character introductions
|
| 45 |
-
- Setting establishment
|
| 46 |
-
- Initial situation
|
| 47 |
-
|
| 48 |
-
### Pages 3-6 (Development)
|
| 49 |
-
- 16 panels total
|
| 50 |
-
- Rising action
|
| 51 |
-
- Conflicts introduced
|
| 52 |
-
- Character interactions
|
| 53 |
-
|
| 54 |
-
### Pages 7-10 (Climax)
|
| 55 |
-
- 16 panels total
|
| 56 |
-
- Peak tension
|
| 57 |
-
- Major events
|
| 58 |
-
- Turning points
|
| 59 |
-
|
| 60 |
-
### Pages 11-12 (Resolution)
|
| 61 |
-
- 8 panels total
|
| 62 |
-
- Conflict resolution
|
| 63 |
-
- Endings
|
| 64 |
-
- Final moments
|
| 65 |
-
|
| 66 |
-
## 🚀 How It Works
|
| 67 |
-
|
| 68 |
-
1. **Video Analysis**:
|
| 69 |
-
- Extracts all frames/subtitles
|
| 70 |
-
- Scores each moment by importance
|
| 71 |
-
|
| 72 |
-
2. **Smart Selection**:
|
| 73 |
-
- Picks 48 most meaningful moments
|
| 74 |
-
- Ensures story coverage
|
| 75 |
-
- Skips repetitive content
|
| 76 |
-
|
| 77 |
-
3. **Page Generation**:
|
| 78 |
-
- Creates 12 pages
|
| 79 |
-
- 4 panels per page (2x2 grid)
|
| 80 |
-
- Proper story flow
|
| 81 |
-
|
| 82 |
-
4. **Color Preservation**:
|
| 83 |
-
- No comic styling
|
| 84 |
-
- Original image quality
|
| 85 |
-
- Natural colors
|
| 86 |
-
|
| 87 |
-
## ✅ Result
|
| 88 |
-
|
| 89 |
-
When you run the app:
|
| 90 |
-
- **12 pages** generated
|
| 91 |
-
- **2x2 grid** on each page
|
| 92 |
-
- **48 meaningful panels** total
|
| 93 |
-
- **Story summarized** (not every frame)
|
| 94 |
-
- **Colors preserved** (no green tint)
|
| 95 |
-
|
| 96 |
-
## 📁 Output
|
| 97 |
-
|
| 98 |
-
```
|
| 99 |
-
output/
|
| 100 |
-
├── 1.html # Page 1 (panels 1-4)
|
| 101 |
-
├── 2.html # Page 2 (panels 5-8)
|
| 102 |
-
├── 3.html # Page 3 (panels 9-12)
|
| 103 |
-
├── ...
|
| 104 |
-
├── 12.html # Page 12 (panels 45-48)
|
| 105 |
-
└── panels/ # Individual 640x800 images
|
| 106 |
-
```
|
| 107 |
-
|
| 108 |
-
The system now generates a complete 12-page comic book with 2x2 grid layout, showing only the most meaningful 48 story moments!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
FINAL_FIX_12_PANELS.md
CHANGED
|
@@ -1,87 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
3.
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Limits frames to exactly 12 most important ones
|
| 14 |
-
- No more 2x2 grid!
|
| 15 |
-
|
| 16 |
-
### 2. **Proper 3x4 Grid Layout**
|
| 17 |
-
- Created `backend/fixed_page_generator.py`
|
| 18 |
-
- Generates single page with 3 rows × 4 columns
|
| 19 |
-
- Each panel properly sized (row_span=4, col_span=3)
|
| 20 |
-
|
| 21 |
-
### 3. **Color Preservation**
|
| 22 |
-
- Comic styling disabled by default
|
| 23 |
-
- `self.apply_comic_style = False`
|
| 24 |
-
- Original image quality maintained
|
| 25 |
-
|
| 26 |
-
### 4. **Story-Based Selection**
|
| 27 |
-
- Smart story extractor targets 12 panels
|
| 28 |
-
- Selects introduction, conflict, climax, resolution
|
| 29 |
-
- Skips unimportant moments
|
| 30 |
-
|
| 31 |
-
## 🚀 How It Works Now
|
| 32 |
-
|
| 33 |
-
1. **Upload Video** → Extracts subtitles
|
| 34 |
-
2. **Story Analysis** → Finds 12 most important moments
|
| 35 |
-
3. **Frame Extraction** → Gets frames for those moments only
|
| 36 |
-
4. **No Styling** → Preserves original colors
|
| 37 |
-
5. **3x4 Grid** → Displays 12 panels properly
|
| 38 |
-
|
| 39 |
-
## 📊 Layout Details
|
| 40 |
-
|
| 41 |
-
```
|
| 42 |
-
┌───┬───┬───┬───┐
|
| 43 |
-
│ 1 │ 2 │ 3 │ 4 │ Row 1
|
| 44 |
-
├───┼───┼───┼───┤
|
| 45 |
-
│ 5 │ 6 │ 7 │ 8 │ Row 2
|
| 46 |
-
├───┼───┼───┼───┤
|
| 47 |
-
│ 9 │ 10│ 11│ 12│ Row 3
|
| 48 |
-
└───┴───┴───┴───┘
|
| 49 |
-
3x4 Grid
|
| 50 |
-
```
|
| 51 |
-
|
| 52 |
-
## 🔧 Key Changes Made
|
| 53 |
-
|
| 54 |
-
1. **app_enhanced.py**:
|
| 55 |
-
- `_generate_story_pages()` now uses fixed 12-panel generator
|
| 56 |
-
- Forces story-based layout for all comics
|
| 57 |
-
- Disabled comic styling
|
| 58 |
-
|
| 59 |
-
2. **backend/fixed_page_generator.py**:
|
| 60 |
-
- New clean implementation
|
| 61 |
-
- `generate_12_panel_pages()` creates proper 3x4 grid
|
| 62 |
-
- Correct panel dimensions
|
| 63 |
-
|
| 64 |
-
3. **backend/panel_layout/layout/page.py**:
|
| 65 |
-
- Changed templates from `['6666', '6666', '6666', '6666']`
|
| 66 |
-
- To `['333333333333']` (12 panels)
|
| 67 |
-
|
| 68 |
-
4. **Environment**:
|
| 69 |
-
- HIGH_ACCURACY = '0' (disabled)
|
| 70 |
-
- GRID_LAYOUT = '0' (disabled)
|
| 71 |
-
|
| 72 |
-
## ✅ Result
|
| 73 |
-
|
| 74 |
-
When you run `python app_enhanced.py` now:
|
| 75 |
-
- ✅ Exactly 12 meaningful story panels
|
| 76 |
-
- ✅ 3x4 grid layout (NOT 2x2)
|
| 77 |
-
- ✅ Original colors preserved
|
| 78 |
-
- ✅ Smart story selection
|
| 79 |
-
|
| 80 |
-
## 🎨 No More Issues
|
| 81 |
-
|
| 82 |
-
- **No green tint** (comic styling disabled)
|
| 83 |
-
- **No 4-panel limit** (fixed to 12 panels)
|
| 84 |
-
- **No 2x2 grid** (proper 3x4 layout)
|
| 85 |
-
- **No unnecessary frames** (only important moments)
|
| 86 |
-
|
| 87 |
-
The comic generator now creates exactly what you wanted: 12 meaningful story panels in a 3x4 grid with original colors!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
FIXES_APPLIED.md
CHANGED
|
@@ -1,103 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Original image colors maintained
|
| 14 |
-
- No edge effects or quantization
|
| 15 |
-
|
| 16 |
-
### Result:
|
| 17 |
-
- ✅ Full color images preserved
|
| 18 |
-
- ✅ Natural looking frames
|
| 19 |
-
- ✅ No green tint
|
| 20 |
-
|
| 21 |
-
## ✅ Issue 2: Only 4 Panels - FIXED
|
| 22 |
-
|
| 23 |
-
### Problem:
|
| 24 |
-
- Hardcoded to generate 4 panels per page
|
| 25 |
-
- Ignored story importance
|
| 26 |
-
- Missed key moments
|
| 27 |
-
|
| 28 |
-
### Solution Applied:
|
| 29 |
-
1. **Smart Story Extraction**:
|
| 30 |
-
- Analyzes ALL subtitles
|
| 31 |
-
- Scores by importance (emotion, action, length)
|
| 32 |
-
- Selects 10-15 key moments
|
| 33 |
-
- Ensures intro, climax, resolution
|
| 34 |
-
|
| 35 |
-
2. **Story-Based Keyframe Generation**:
|
| 36 |
-
- Only extracts frames for selected moments
|
| 37 |
-
- Skips unimportant dialogue
|
| 38 |
-
|
| 39 |
-
3. **Adaptive Layout**:
|
| 40 |
-
- 1-6 panels: Single page (2x3)
|
| 41 |
-
- 7-9 panels: Single page (3x3)
|
| 42 |
-
- 10-12 panels: Two pages (2x3 each)
|
| 43 |
-
- 13-15 panels: Multiple pages
|
| 44 |
-
|
| 45 |
-
4. **Fixed Page Generation**:
|
| 46 |
-
- Now uses `_generate_story_pages()`
|
| 47 |
-
- Respects filtered subtitle count
|
| 48 |
-
- Creates appropriate grid layouts
|
| 49 |
-
|
| 50 |
-
### Result:
|
| 51 |
-
- ✅ 10-15 meaningful panels (not just 4)
|
| 52 |
-
- ✅ Complete story coverage
|
| 53 |
-
- ✅ Adaptive multi-page layouts
|
| 54 |
-
|
| 55 |
-
## 📋 Current Configuration
|
| 56 |
-
|
| 57 |
-
```python
|
| 58 |
-
# In app_enhanced.py:
|
| 59 |
-
self.apply_comic_style = False # Preserves colors
|
| 60 |
-
self.preserve_colors = True # Additional safety
|
| 61 |
-
target_panels = 15 # In story extractor
|
| 62 |
-
```
|
| 63 |
-
|
| 64 |
-
## 🚀 How It Works Now
|
| 65 |
-
|
| 66 |
-
1. **Video Upload** → Extracts audio/subtitles
|
| 67 |
-
2. **Story Analysis** → Identifies 10-15 key moments
|
| 68 |
-
3. **Smart Keyframes** → Only extracts important frames
|
| 69 |
-
4. **Enhancement** → AI upscaling (max 2K)
|
| 70 |
-
5. **NO Comic Styling** → Preserves original colors
|
| 71 |
-
6. **Adaptive Layout** → 2x3, 3x3, or multi-page
|
| 72 |
-
7. **Panel Export** → 640x800 individual images
|
| 73 |
-
|
| 74 |
-
## 🎨 Example Output
|
| 75 |
-
|
| 76 |
-
Instead of:
|
| 77 |
-
- 4 panels with green tint
|
| 78 |
-
- Random frame selection
|
| 79 |
-
- Fixed 2x2 layout
|
| 80 |
-
|
| 81 |
-
You now get:
|
| 82 |
-
- 10-15 full-color panels
|
| 83 |
-
- Story-driven selection
|
| 84 |
-
- Flexible grid layouts
|
| 85 |
-
- Natural colors preserved
|
| 86 |
-
|
| 87 |
-
## 💡 Usage
|
| 88 |
-
|
| 89 |
-
Just run the app normally:
|
| 90 |
-
```bash
|
| 91 |
-
python app_enhanced.py
|
| 92 |
-
```
|
| 93 |
-
|
| 94 |
-
The fixes are applied automatically:
|
| 95 |
-
- Colors will be preserved
|
| 96 |
-
- Story extraction will select meaningful moments
|
| 97 |
-
- Layout will adapt to content
|
| 98 |
-
|
| 99 |
-
## 🎯 Summary
|
| 100 |
-
|
| 101 |
-
The comic generator now creates **full-color, story-driven comics** with **10-15 meaningful panels** instead of colorless 4-panel grids!
|
| 102 |
-
|
| 103 |
-
All issues have been addressed in the codebase.
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
FIXES_SUMMARY.md
CHANGED
|
@@ -1,88 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- **File**: `app_enhanced.py`
|
| 14 |
-
|
| 15 |
-
### 3. **Layout Optimizer Error** ✅
|
| 16 |
-
- **Problem**: imread trying to read individual characters ('f', 'r', 'a', 'm', 'e', 's')
|
| 17 |
-
- **Fix**: Pass list of frame paths instead of directory string
|
| 18 |
-
- **File**: `app_enhanced.py`
|
| 19 |
-
|
| 20 |
-
### 4. **Enhancement Issue** ✅
|
| 21 |
-
- **Note**: Enhancement is working but resizing to 2K (1920x1080) as intended
|
| 22 |
-
- This is correct behavior to limit resolution
|
| 23 |
-
|
| 24 |
-
## Current Configuration
|
| 25 |
-
|
| 26 |
-
### What the System Does Now:
|
| 27 |
-
|
| 28 |
-
1. **Extracts Subtitles** → Analyzes story
|
| 29 |
-
2. **Selects Frames** → 48 meaningful moments (or all if less)
|
| 30 |
-
3. **Enhances Images** → Max 2K resolution, preserves colors
|
| 31 |
-
4. **Generates Pages** → 12 pages with 2x2 grid each
|
| 32 |
-
5. **Creates Output** → HTML pages with embedded images
|
| 33 |
-
|
| 34 |
-
### Layout Structure:
|
| 35 |
-
```
|
| 36 |
-
12 Pages × 4 Panels = 48 Total Panels
|
| 37 |
-
|
| 38 |
-
Page 1-2: Introduction (8 panels)
|
| 39 |
-
Page 3-6: Development (16 panels)
|
| 40 |
-
Page 7-10: Climax (16 panels)
|
| 41 |
-
Page 11-12: Resolution (8 panels)
|
| 42 |
-
```
|
| 43 |
-
|
| 44 |
-
### Each Page:
|
| 45 |
-
```
|
| 46 |
-
┌───┬───┐
|
| 47 |
-
│ 1 │ 2 │ 2x2 Grid
|
| 48 |
-
├───┼───┤ 4 panels per page
|
| 49 |
-
│ 3 │ 4 │
|
| 50 |
-
└───┴───┘
|
| 51 |
-
```
|
| 52 |
-
|
| 53 |
-
## To Generate Comics:
|
| 54 |
-
|
| 55 |
-
1. Start the app:
|
| 56 |
-
```bash
|
| 57 |
-
python app_enhanced.py
|
| 58 |
-
```
|
| 59 |
-
|
| 60 |
-
2. Upload your video
|
| 61 |
-
|
| 62 |
-
3. The system will:
|
| 63 |
-
- Extract subtitles
|
| 64 |
-
- Select 48 meaningful moments
|
| 65 |
-
- Generate 12 pages
|
| 66 |
-
- Each page has 2x2 grid
|
| 67 |
-
- Preserve original colors
|
| 68 |
-
|
| 69 |
-
## Expected Output:
|
| 70 |
-
|
| 71 |
-
```
|
| 72 |
-
output/
|
| 73 |
-
├── 1.html # Page 1 (panels 1-4)
|
| 74 |
-
├── 2.html # Page 2 (panels 5-8)
|
| 75 |
-
├── ...
|
| 76 |
-
├── 12.html # Page 12 (panels 45-48)
|
| 77 |
-
├── pages.json # Comic data
|
| 78 |
-
└── panels/ # Individual 640x800 images
|
| 79 |
-
```
|
| 80 |
-
|
| 81 |
-
## Notes:
|
| 82 |
-
|
| 83 |
-
- If video has less than 48 frames, it will use all available frames
|
| 84 |
-
- Empty panels will show first frame as placeholder
|
| 85 |
-
- Colors are preserved (no comic styling applied)
|
| 86 |
-
- Resolution limited to 2K for performance
|
| 87 |
-
|
| 88 |
-
The system now properly generates 12 pages with 2x2 grid layout!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
FRAME_GENERATION_FIX.md
CHANGED
|
@@ -1,64 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
The pipeline is inconsistent:
|
| 15 |
-
- **Story extraction**: Selects 48 moments ✅
|
| 16 |
-
- **Keyframe generation**: Should extract 48 frames ❌
|
| 17 |
-
- **Bubble generation**: Filters back to 12 ❌
|
| 18 |
-
- **Page generation**: Finds 0 frames ❌
|
| 19 |
-
|
| 20 |
-
## What I've Fixed
|
| 21 |
-
|
| 22 |
-
### 1. Disabled Double Filtering
|
| 23 |
-
- Removed the second filtering in bubble generation
|
| 24 |
-
- Now uses the same 48 moments throughout
|
| 25 |
-
|
| 26 |
-
### 2. Ensured Consistent Frame Count
|
| 27 |
-
- Set `_filtered_count` to 48 for full story
|
| 28 |
-
- This count is used across all components
|
| 29 |
-
|
| 30 |
-
### 3. Better Logging
|
| 31 |
-
- Added logging to show frame generation status
|
| 32 |
-
- Shows how many files are in frames/final/
|
| 33 |
-
|
| 34 |
-
## What Should Happen Now
|
| 35 |
-
|
| 36 |
-
1. **Story Extraction**: 89 → 48 moments
|
| 37 |
-
2. **Frame Extraction**: 48 frames saved to frames/final/
|
| 38 |
-
3. **Enhancement**: All 48 frames enhanced
|
| 39 |
-
4. **Page Generation**: 12 pages × 4 panels = 48 panels
|
| 40 |
-
5. **Output**: Complete story comic
|
| 41 |
-
|
| 42 |
-
## Debugging Steps
|
| 43 |
-
|
| 44 |
-
If frames still aren't generated:
|
| 45 |
-
|
| 46 |
-
1. Check if frames/final/ directory exists and has files
|
| 47 |
-
2. Check if extract_frames function is working
|
| 48 |
-
3. Check if video path is correct
|
| 49 |
-
4. Check if ffmpeg/cv2 can read the video
|
| 50 |
-
|
| 51 |
-
## Expected Output After Fix
|
| 52 |
-
|
| 53 |
-
```
|
| 54 |
-
📖 Extracting complete story...
|
| 55 |
-
✅ Selected 48 evenly distributed moments
|
| 56 |
-
🎯 Generating keyframes...
|
| 57 |
-
✅ Generated 48 keyframes in frames/final/
|
| 58 |
-
📁 Frame files: 48 files in frames/final/
|
| 59 |
-
🎨 Enhancing quality and colors...
|
| 60 |
-
📄 Generating 12 pages with 2x2 grid
|
| 61 |
-
✅ Generated 12 pages with 48 total panels
|
| 62 |
-
```
|
| 63 |
-
|
| 64 |
-
The system should now generate all 48 frames properly!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
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|
FULL_STORY_QUALITY_FIX.md
CHANGED
|
@@ -1,100 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Ensures complete story: Beginning → Middle → End
|
| 14 |
-
- No more skipping important parts
|
| 15 |
-
- If video has <48 subtitles, uses ALL of them
|
| 16 |
-
|
| 17 |
-
### 2. **Quality & Color Enhancement** ✅
|
| 18 |
-
- Created `backend/quality_color_enhancer.py`
|
| 19 |
-
- Improves each frame:
|
| 20 |
-
- **Denoising**: Removes grain/noise
|
| 21 |
-
- **Sharpening**: Clearer details
|
| 22 |
-
- **Color Enhancement**: 30% more vibrant colors
|
| 23 |
-
- **Brightness**: 10% brighter
|
| 24 |
-
- **Contrast**: 20% more contrast
|
| 25 |
-
- **Auto White Balance**: Corrects color cast
|
| 26 |
-
- **Dark Area Enhancement**: Better shadow details
|
| 27 |
-
|
| 28 |
-
### 3. **Better Story Distribution** ✅
|
| 29 |
-
For 48 panels (12 pages × 4 panels):
|
| 30 |
-
- Pages 1-2: **Introduction** (8 panels)
|
| 31 |
-
- Pages 3-6: **Development** (16 panels)
|
| 32 |
-
- Pages 7-10: **Climax** (16 panels)
|
| 33 |
-
- Pages 11-12: **Resolution** (8 panels)
|
| 34 |
-
|
| 35 |
-
## 🎨 Enhancement Pipeline
|
| 36 |
-
|
| 37 |
-
1. **AI Enhancement** (if enabled) → Max 2K resolution
|
| 38 |
-
2. **Quality Enhancement** → Sharper, cleaner images
|
| 39 |
-
3. **Color Enhancement** → Vibrant, natural colors
|
| 40 |
-
4. **Comic Styling** (if enabled) → Or skip to preserve realism
|
| 41 |
-
|
| 42 |
-
## 📊 How It Works Now
|
| 43 |
-
|
| 44 |
-
### For Short Videos (<48 subtitles):
|
| 45 |
-
- Uses **ALL** subtitles
|
| 46 |
-
- Complete story, nothing skipped
|
| 47 |
-
- Enhanced quality and colors
|
| 48 |
-
|
| 49 |
-
### For Long Videos (>48 subtitles):
|
| 50 |
-
- Takes **evenly spaced** samples
|
| 51 |
-
- Covers entire timeline
|
| 52 |
-
- Maintains story continuity
|
| 53 |
-
- No gaps in narrative
|
| 54 |
-
|
| 55 |
-
## 🚀 Example
|
| 56 |
-
|
| 57 |
-
**Before**:
|
| 58 |
-
- Selected only "important" moments
|
| 59 |
-
- Missed connecting dialogue
|
| 60 |
-
- Dull colors
|
| 61 |
-
- Story felt incomplete
|
| 62 |
-
|
| 63 |
-
**After**:
|
| 64 |
-
- Even sampling across entire video
|
| 65 |
-
- Full story preserved
|
| 66 |
-
- Vibrant, enhanced colors
|
| 67 |
-
- Sharp, clear images
|
| 68 |
-
- Complete narrative flow
|
| 69 |
-
|
| 70 |
-
## 💡 Key Improvements
|
| 71 |
-
|
| 72 |
-
1. **Story Completeness**:
|
| 73 |
-
- No more aggressive filtering
|
| 74 |
-
- Even distribution ensures full coverage
|
| 75 |
-
- First and last moments always included
|
| 76 |
-
|
| 77 |
-
2. **Visual Quality**:
|
| 78 |
-
- Professional-grade enhancement
|
| 79 |
-
- Natural color correction
|
| 80 |
-
- Noise reduction
|
| 81 |
-
- Detail enhancement
|
| 82 |
-
|
| 83 |
-
3. **Flexibility**:
|
| 84 |
-
- Works with any video length
|
| 85 |
-
- Adapts to available content
|
| 86 |
-
- Maintains 12-page format
|
| 87 |
-
|
| 88 |
-
## 📁 Output
|
| 89 |
-
|
| 90 |
-
```
|
| 91 |
-
12 Pages × 2x2 Grid = 48 Enhanced Panels
|
| 92 |
-
|
| 93 |
-
Each panel:
|
| 94 |
-
- Full story context
|
| 95 |
-
- Enhanced quality
|
| 96 |
-
- Vibrant colors
|
| 97 |
-
- Sharp details
|
| 98 |
-
```
|
| 99 |
-
|
| 100 |
-
The system now creates a complete, visually stunning comic that tells the FULL story!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
INTERACTIVE_COMIC_EDITOR.md
CHANGED
|
@@ -1,77 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### 2. **Drag & Drop** 🖱️
|
| 14 |
-
- **Click and drag** any speech bubble to reposition it
|
| 15 |
-
- Bubbles stay within panel boundaries
|
| 16 |
-
- Smooth visual feedback while dragging
|
| 17 |
-
- Position is saved automatically
|
| 18 |
-
|
| 19 |
-
### 3. **Auto-Save** 💾
|
| 20 |
-
- All changes are automatically saved to browser's local storage
|
| 21 |
-
- Edits persist even after refreshing the page
|
| 22 |
-
- Each comic maintains its own saved state
|
| 23 |
-
|
| 24 |
-
### 4. **Visual Feedback** ✨
|
| 25 |
-
- Hover effects on bubbles
|
| 26 |
-
- Editing mode visual indicators
|
| 27 |
-
- Smooth transitions and animations
|
| 28 |
-
- Professional looking interface
|
| 29 |
-
|
| 30 |
-
## How It Works
|
| 31 |
-
|
| 32 |
-
When you generate a comic:
|
| 33 |
-
|
| 34 |
-
1. The output includes all editing functionality
|
| 35 |
-
2. Speech bubbles are automatically interactive
|
| 36 |
-
3. An editing guide appears in the bottom-right corner
|
| 37 |
-
4. Changes save locally in your browser
|
| 38 |
-
|
| 39 |
-
## User Experience
|
| 40 |
-
|
| 41 |
-
### Before Editing:
|
| 42 |
-
- Static comic with fixed text and positions
|
| 43 |
-
- No way to correct or improve dialogue
|
| 44 |
-
- Fixed bubble placements
|
| 45 |
-
|
| 46 |
-
### After Editing:
|
| 47 |
-
- Fix typos or improve dialogue
|
| 48 |
-
- Reposition bubbles for better flow
|
| 49 |
-
- Perfect the comic to your liking
|
| 50 |
-
- Save and share your edited version
|
| 51 |
-
|
| 52 |
-
## Technical Implementation
|
| 53 |
-
|
| 54 |
-
The editing features are:
|
| 55 |
-
- Built into the generated HTML
|
| 56 |
-
- No external dependencies needed
|
| 57 |
-
- Works in all modern browsers
|
| 58 |
-
- Lightweight and fast
|
| 59 |
-
|
| 60 |
-
## Usage Instructions
|
| 61 |
-
|
| 62 |
-
1. **Generate your comic** normally
|
| 63 |
-
2. **Open the comic** in your browser
|
| 64 |
-
3. **Edit freely**:
|
| 65 |
-
- Double-click bubbles to edit text
|
| 66 |
-
- Drag bubbles to reposition
|
| 67 |
-
4. **Changes auto-save** locally
|
| 68 |
-
5. **Export** by printing or screenshot
|
| 69 |
-
|
| 70 |
-
## Benefits
|
| 71 |
-
|
| 72 |
-
1. **Fix mistakes**: Correct any dialogue issues
|
| 73 |
-
2. **Improve flow**: Reposition bubbles optimally
|
| 74 |
-
3. **Personalize**: Make the comic truly yours
|
| 75 |
-
4. **No extra tools**: Everything built-in
|
| 76 |
-
|
| 77 |
-
The interactive editor makes your generated comics fully customizable while maintaining the original visual style!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
NO_GAPS_FIX.md
CHANGED
|
@@ -1,68 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
## Visual Result
|
| 15 |
-
|
| 16 |
-
### Before (with gaps):
|
| 17 |
-
```
|
| 18 |
-
┌───┐ ┌───┐
|
| 19 |
-
│ 1 │ │ 2 │ <- Gaps between panels
|
| 20 |
-
└───┘ └───┘
|
| 21 |
-
|
| 22 |
-
┌───┐ ┌───┐
|
| 23 |
-
│ 3 │ │ 4 │
|
| 24 |
-
└───┘ └───┘
|
| 25 |
-
```
|
| 26 |
-
|
| 27 |
-
### After (no gaps):
|
| 28 |
-
```
|
| 29 |
-
┌───┬───┐
|
| 30 |
-
│ 1 │ 2 │ <- Seamless connection
|
| 31 |
-
├───┼───┤
|
| 32 |
-
│ 3 │ 4 │
|
| 33 |
-
└───┴───┘
|
| 34 |
-
```
|
| 35 |
-
|
| 36 |
-
## Exact Layout
|
| 37 |
-
|
| 38 |
-
- Panel 1: 0,0 to 400,540
|
| 39 |
-
- Panel 2: 400,0 to 800,540
|
| 40 |
-
- Panel 3: 0,540 to 400,1080
|
| 41 |
-
- Panel 4: 400,540 to 800,1080
|
| 42 |
-
- **Total**: Exactly 800×1080
|
| 43 |
-
|
| 44 |
-
## Options
|
| 45 |
-
|
| 46 |
-
### Current (minimal borders):
|
| 47 |
-
- 1px borders between panels
|
| 48 |
-
- Clean grid appearance
|
| 49 |
-
- No gaps
|
| 50 |
-
|
| 51 |
-
### Alternative (no borders):
|
| 52 |
-
To remove ALL borders, uncomment this CSS:
|
| 53 |
-
```css
|
| 54 |
-
.panel { border: none !important; }
|
| 55 |
-
.comic-grid { border: 2px solid #333; }
|
| 56 |
-
```
|
| 57 |
-
|
| 58 |
-
This gives you:
|
| 59 |
-
- Completely seamless panels
|
| 60 |
-
- Single outer border only
|
| 61 |
-
- Pure 800×1080 content
|
| 62 |
-
|
| 63 |
-
## Result
|
| 64 |
-
|
| 65 |
-
✅ No more gaps between panels
|
| 66 |
-
✅ Exact 800×1080 combined size
|
| 67 |
-
✅ Clean, professional appearance
|
| 68 |
-
✅ Perfect for printing
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
|
|
|
|
|
NO_ZOOM_FIX_GUIDE.md
CHANGED
|
@@ -1,75 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- ✅ Centers the image in the panel
|
| 14 |
-
|
| 15 |
-
## Visual Difference
|
| 16 |
-
|
| 17 |
-
### Before (cover - zoomed):
|
| 18 |
-
```
|
| 19 |
-
┌─────────┐
|
| 20 |
-
│ ZOOMED │ <- Image fills panel
|
| 21 |
-
│ IMAGE │ <- Edges are cropped
|
| 22 |
-
│ (crop) │ <- Details lost
|
| 23 |
-
└─────────┘
|
| 24 |
-
```
|
| 25 |
-
|
| 26 |
-
### After (contain - no zoom):
|
| 27 |
-
```
|
| 28 |
-
┌─────────┐
|
| 29 |
-
│ padding │ <- White space if needed
|
| 30 |
-
│ [IMAGE] │ <- Entire image visible
|
| 31 |
-
│ padding │ <- No cropping
|
| 32 |
-
└─────────┘
|
| 33 |
-
```
|
| 34 |
-
|
| 35 |
-
## Options Available
|
| 36 |
-
|
| 37 |
-
### 1. **Current Setting** (contain - recommended)
|
| 38 |
-
- No zoom or crop
|
| 39 |
-
- Shows entire image
|
| 40 |
-
- May have letterboxing
|
| 41 |
-
|
| 42 |
-
### 2. **Alternative Options**
|
| 43 |
-
|
| 44 |
-
To change behavior, edit the CSS:
|
| 45 |
-
|
| 46 |
-
```css
|
| 47 |
-
/* Option 1: Zoom to fill (original issue) */
|
| 48 |
-
.panel img { object-fit: cover; }
|
| 49 |
-
|
| 50 |
-
/* Option 2: Stretch to exact size */
|
| 51 |
-
.panel img { object-fit: fill; }
|
| 52 |
-
|
| 53 |
-
/* Option 3: Show entire image (current) */
|
| 54 |
-
.panel img { object-fit: contain; }
|
| 55 |
-
```
|
| 56 |
-
|
| 57 |
-
## For Perfect 400×540 Images
|
| 58 |
-
|
| 59 |
-
If you want images to fit exactly without padding:
|
| 60 |
-
|
| 61 |
-
1. **Resize images before importing**:
|
| 62 |
-
```bash
|
| 63 |
-
ffmpeg -i input.png -vf "scale=400:540" output.png
|
| 64 |
-
```
|
| 65 |
-
|
| 66 |
-
2. **Or use the resize script**:
|
| 67 |
-
- Run: `python3 -c "from backend.image_resizer_400x540 import resize_for_exact_layout; resize_for_exact_layout()"`
|
| 68 |
-
- This creates properly sized images
|
| 69 |
-
|
| 70 |
-
## Result
|
| 71 |
-
|
| 72 |
-
- ✅ No more zooming
|
| 73 |
-
- ✅ Full image visible
|
| 74 |
-
- ✅ Maintains aspect ratio
|
| 75 |
-
- ✅ Clean 800×1080 output when printed
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
PAGES_800x1080_IMPLEMENTATION.md
CHANGED
|
@@ -1,100 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
### 2. **What Changed**
|
| 15 |
-
|
| 16 |
-
#### Backend Changes:
|
| 17 |
-
- Created `backend/fixed_12_pages_800x1080.py`
|
| 18 |
-
- Updated page generation to specify 800x1080 resolution
|
| 19 |
-
- Modified `Page` and `panel` classes to support metadata
|
| 20 |
-
|
| 21 |
-
#### Frontend Changes:
|
| 22 |
-
- Comic pages now display at exactly 800x1080
|
| 23 |
-
- Added CSS: `width: 800px; height: 1080px;`
|
| 24 |
-
- Shows "800x1080 resolution" under each page title
|
| 25 |
-
- Print styles updated to maintain dimensions
|
| 26 |
-
|
| 27 |
-
### 3. **Visual Layout**
|
| 28 |
-
|
| 29 |
-
```
|
| 30 |
-
┌─────────────────────┐
|
| 31 |
-
│ Page 1 │
|
| 32 |
-
│ 800x1080 resolution │ 800px
|
| 33 |
-
├──────────┬──────────┤
|
| 34 |
-
│ │ │
|
| 35 |
-
│ Panel 1 │ Panel 2 │
|
| 36 |
-
│ │ │
|
| 37 |
-
├──────────┼──────────┤ 1080px
|
| 38 |
-
│ │ │
|
| 39 |
-
│ Panel 3 │ Panel 4 │
|
| 40 |
-
│ │ │
|
| 41 |
-
└─────────────────────┘
|
| 42 |
-
```
|
| 43 |
-
|
| 44 |
-
### 4. **Benefits**
|
| 45 |
-
|
| 46 |
-
- **Consistent Size**: Every page is exactly 800x1080
|
| 47 |
-
- **Mobile Friendly**: Perfect aspect ratio for phones
|
| 48 |
-
- **Social Media Ready**: Ideal for Instagram stories (9:16)
|
| 49 |
-
- **Print Optimized**: Maintains size when printing
|
| 50 |
-
|
| 51 |
-
## How It Works
|
| 52 |
-
|
| 53 |
-
When you generate a comic:
|
| 54 |
-
|
| 55 |
-
1. System creates 12 pages
|
| 56 |
-
2. Each page is set to 800x1080 pixels
|
| 57 |
-
3. 2x2 panel grid fits within this resolution
|
| 58 |
-
4. Speech bubbles scale proportionally
|
| 59 |
-
|
| 60 |
-
## Viewing Your Comic
|
| 61 |
-
|
| 62 |
-
### In Browser:
|
| 63 |
-
- Pages display at actual 800x1080 size
|
| 64 |
-
- May appear smaller on large screens
|
| 65 |
-
- Scroll to view each page
|
| 66 |
-
|
| 67 |
-
### On Mobile:
|
| 68 |
-
- Pages fit perfectly in portrait mode
|
| 69 |
-
- Optimal viewing experience
|
| 70 |
-
- No horizontal scrolling needed
|
| 71 |
-
|
| 72 |
-
### Printing:
|
| 73 |
-
- Set paper to A5 or custom 5.33" × 7.2"
|
| 74 |
-
- Pages print at correct dimensions
|
| 75 |
-
- Use settings from print guide
|
| 76 |
-
|
| 77 |
-
## Technical Specs
|
| 78 |
-
|
| 79 |
-
- **Page Width**: 800 pixels
|
| 80 |
-
- **Page Height**: 1080 pixels
|
| 81 |
-
- **Aspect Ratio**: 1:1.35 (9:16 proportionally)
|
| 82 |
-
- **Panel Grid**: 2×2 (4 panels per page)
|
| 83 |
-
- **Total Pages**: 12
|
| 84 |
-
- **Total Panels**: 48
|
| 85 |
-
|
| 86 |
-
## CSS Applied
|
| 87 |
-
|
| 88 |
-
```css
|
| 89 |
-
.comic-page {
|
| 90 |
-
width: 800px;
|
| 91 |
-
height: 1080px;
|
| 92 |
-
padding: 20px;
|
| 93 |
-
margin: 30px auto;
|
| 94 |
-
box-sizing: border-box;
|
| 95 |
-
}
|
| 96 |
-
```
|
| 97 |
-
|
| 98 |
-
## Result
|
| 99 |
-
|
| 100 |
-
Your comic pages are now natively 800x1080 pixels - not just exported at that size, but actually rendered and displayed at those exact dimensions throughout the system!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
PAGE_IMAGES_GUIDE.md
CHANGED
|
@@ -1,175 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### 🎨 What You Get
|
| 14 |
-
|
| 15 |
-
1. **Individual Page Files**
|
| 16 |
-
- Each comic page saved as a separate PNG image
|
| 17 |
-
- Resolution: 800x1080 pixels (portrait)
|
| 18 |
-
- High quality with 95% compression
|
| 19 |
-
- Numbered sequentially (page_001.png, page_002.png, etc.)
|
| 20 |
-
|
| 21 |
-
2. **Complete Comic Layout**
|
| 22 |
-
- 2x2 panel grid preserved
|
| 23 |
-
- Speech bubbles included
|
| 24 |
-
- Black borders around panels
|
| 25 |
-
- Page numbers at bottom
|
| 26 |
-
|
| 27 |
-
3. **Gallery Viewer**
|
| 28 |
-
- HTML gallery to view all pages
|
| 29 |
-
- Download individual pages
|
| 30 |
-
- Download all pages at once
|
| 31 |
-
- Thumbnail preview
|
| 32 |
-
|
| 33 |
-
## How It Works
|
| 34 |
-
|
| 35 |
-
### Automatic Generation
|
| 36 |
-
|
| 37 |
-
After creating a comic:
|
| 38 |
-
1. System generates the interactive HTML comic
|
| 39 |
-
2. Extracts individual panels (640x800)
|
| 40 |
-
3. **Creates page images (800x1080)** ← NEW!
|
| 41 |
-
4. Saves to `output/page_images/`
|
| 42 |
-
|
| 43 |
-
### Access Page Images
|
| 44 |
-
|
| 45 |
-
**Option 1: From Comic Viewer**
|
| 46 |
-
- Click the **"🖼️ View Page Images"** button
|
| 47 |
-
- Opens gallery in new tab
|
| 48 |
-
|
| 49 |
-
**Option 2: Direct Access**
|
| 50 |
-
- Navigate to: `output/page_images/index.html`
|
| 51 |
-
- Or go to: http://localhost:5000/output/page_images/index.html
|
| 52 |
-
|
| 53 |
-
**Option 3: File System**
|
| 54 |
-
- Find images in: `/workspace/output/page_images/`
|
| 55 |
-
- Files: `page_001.png`, `page_002.png`, etc.
|
| 56 |
-
|
| 57 |
-
## Page Image Layout
|
| 58 |
-
|
| 59 |
-
Each 800x1080 image contains:
|
| 60 |
-
|
| 61 |
-
```
|
| 62 |
-
┌─────────────────────┐
|
| 63 |
-
│ Comic Page X │ 800px
|
| 64 |
-
├──────────┬──────────┤
|
| 65 |
-
│ │ │
|
| 66 |
-
│ Panel 1 │ Panel 2 │
|
| 67 |
-
│ │ │
|
| 68 |
-
├──────────┼──────────┤ 1080px
|
| 69 |
-
│ │ │
|
| 70 |
-
│ Panel 3 │ Panel 4 │
|
| 71 |
-
│ │ │
|
| 72 |
-
├─────────────────────┤
|
| 73 |
-
│ Page X │
|
| 74 |
-
└─────────────────────┘
|
| 75 |
-
```
|
| 76 |
-
|
| 77 |
-
## Use Cases
|
| 78 |
-
|
| 79 |
-
### 1. **Social Media Sharing**
|
| 80 |
-
- Perfect size for Instagram stories (9:16 ratio)
|
| 81 |
-
- Easy to share individual pages
|
| 82 |
-
- Maintains readability on mobile
|
| 83 |
-
|
| 84 |
-
### 2. **Printing**
|
| 85 |
-
- Standard portrait orientation
|
| 86 |
-
- Good resolution for A4/Letter printing
|
| 87 |
-
- Multiple pages per sheet possible
|
| 88 |
-
|
| 89 |
-
### 3. **Digital Publishing**
|
| 90 |
-
- Ready for e-book conversion
|
| 91 |
-
- Suitable for web comics
|
| 92 |
-
- Easy to create PDFs
|
| 93 |
-
|
| 94 |
-
### 4. **Archiving**
|
| 95 |
-
- Consistent file naming
|
| 96 |
-
- Portable format
|
| 97 |
-
- No dependencies needed
|
| 98 |
-
|
| 99 |
-
## Technical Details
|
| 100 |
-
|
| 101 |
-
### Image Specifications
|
| 102 |
-
- **Format**: PNG
|
| 103 |
-
- **Resolution**: 800x1080 pixels
|
| 104 |
-
- **Color**: RGB (full color)
|
| 105 |
-
- **Compression**: 95% quality
|
| 106 |
-
- **File size**: ~200-500KB per page
|
| 107 |
-
|
| 108 |
-
### Processing Steps
|
| 109 |
-
1. Load comic page data from JSON
|
| 110 |
-
2. Create white canvas (800x1080)
|
| 111 |
-
3. Draw 2x2 panel grid with borders
|
| 112 |
-
4. Place panel images (maintaining aspect ratio)
|
| 113 |
-
5. Add speech bubbles with text
|
| 114 |
-
6. Add page number
|
| 115 |
-
7. Save as PNG
|
| 116 |
-
|
| 117 |
-
## Gallery Features
|
| 118 |
-
|
| 119 |
-
The page image gallery includes:
|
| 120 |
-
|
| 121 |
-
- **Grid View**: See all pages at once
|
| 122 |
-
- **Download Links**: Individual page downloads
|
| 123 |
-
- **Batch Download**: Get all pages with one click
|
| 124 |
-
- **Responsive Design**: Works on mobile/tablet
|
| 125 |
-
- **Quick Preview**: Hover to enlarge
|
| 126 |
-
|
| 127 |
-
## Tips
|
| 128 |
-
|
| 129 |
-
### For Best Results
|
| 130 |
-
1. **Original Quality**: Use high-quality video/images
|
| 131 |
-
2. **Clear Text**: Ensure subtitles are readable
|
| 132 |
-
3. **Good Lighting**: Better source = better pages
|
| 133 |
-
|
| 134 |
-
### Customization
|
| 135 |
-
- Edit `backend/page_image_generator.py` to:
|
| 136 |
-
- Change resolution (default 800x1080)
|
| 137 |
-
- Adjust border thickness
|
| 138 |
-
- Modify panel spacing
|
| 139 |
-
- Change background color
|
| 140 |
-
|
| 141 |
-
### Storage
|
| 142 |
-
- Page images are saved in: `output/page_images/`
|
| 143 |
-
- Each comic generation overwrites previous pages
|
| 144 |
-
- Consider backing up pages you want to keep
|
| 145 |
-
|
| 146 |
-
## Example Usage
|
| 147 |
-
|
| 148 |
-
### After Comic Generation
|
| 149 |
-
```
|
| 150 |
-
✅ Comic generation completed in 2.41 minutes
|
| 151 |
-
📄 Generating page images (800x1080)...
|
| 152 |
-
📄 Generated page 1/12: page_001.png
|
| 153 |
-
📄 Generated page 2/12: page_002.png
|
| 154 |
-
...
|
| 155 |
-
📄 Generated page 12/12: page_012.png
|
| 156 |
-
📋 Page index created: output/page_images/index.html
|
| 157 |
-
✅ Generated 12 page images (800x1080)
|
| 158 |
-
📄 Page gallery available at: output/page_images/index.html
|
| 159 |
-
```
|
| 160 |
-
|
| 161 |
-
### Accessing Images
|
| 162 |
-
1. Click "🖼️ View Page Images" in comic viewer
|
| 163 |
-
2. Browse gallery
|
| 164 |
-
3. Download individual pages or all at once
|
| 165 |
-
|
| 166 |
-
## Future Enhancements
|
| 167 |
-
|
| 168 |
-
Possible additions:
|
| 169 |
-
- Custom resolutions (720x1280, 1080x1920)
|
| 170 |
-
- Different layouts (3x3, 1x4)
|
| 171 |
-
- Watermark options
|
| 172 |
-
- JPEG format support
|
| 173 |
-
- Automatic upload to cloud
|
| 174 |
-
|
| 175 |
-
Enjoy your page images! 🎨📄
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
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|
|
|
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|
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|
|
|
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|
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|
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|
PAGE_IMAGES_IMPLEMENTATION.md
CHANGED
|
@@ -1,123 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Preserves the 2x2 panel layout
|
| 14 |
-
- Includes speech bubbles and text
|
| 15 |
-
- Saves to `output/page_images/`
|
| 16 |
-
|
| 17 |
-
### 2. **Page Format**
|
| 18 |
-
Each page is created as:
|
| 19 |
-
- **HTML files** that render at exactly 800x1080 pixels
|
| 20 |
-
- Clean white background with black panel borders
|
| 21 |
-
- Speech bubbles positioned correctly
|
| 22 |
-
- Page numbers at the bottom
|
| 23 |
-
|
| 24 |
-
### 3. **Access Methods**
|
| 25 |
-
|
| 26 |
-
#### From Comic Viewer
|
| 27 |
-
Click the **"🖼️ View Page Images"** button in the interactive editor
|
| 28 |
-
|
| 29 |
-
#### Direct Gallery Access
|
| 30 |
-
Open: `http://localhost:5000/output/page_images/index.html`
|
| 31 |
-
|
| 32 |
-
#### File System
|
| 33 |
-
Browse to: `/workspace/output/page_images/`
|
| 34 |
-
|
| 35 |
-
## Features
|
| 36 |
-
|
| 37 |
-
### Gallery View
|
| 38 |
-
- Grid layout showing all pages
|
| 39 |
-
- Click any page to view full size
|
| 40 |
-
- Each page opens in a new tab
|
| 41 |
-
- Download individual pages
|
| 42 |
-
|
| 43 |
-
### Page Viewer
|
| 44 |
-
Each page includes:
|
| 45 |
-
- Fixed 800x1080 dimensions
|
| 46 |
-
- Responsive scaling for smaller screens
|
| 47 |
-
- Print-friendly layout
|
| 48 |
-
- Download button
|
| 49 |
-
|
| 50 |
-
### How to Save as Actual Images
|
| 51 |
-
|
| 52 |
-
Since we're using HTML rendering, here are ways to get actual image files:
|
| 53 |
-
|
| 54 |
-
1. **Screenshot Method** (Best Quality)
|
| 55 |
-
- Open a page
|
| 56 |
-
- Take a screenshot
|
| 57 |
-
- The page is exactly 800x1080
|
| 58 |
-
|
| 59 |
-
2. **Print to PDF**
|
| 60 |
-
- Click "Download as Image"
|
| 61 |
-
- Choose "Save as PDF"
|
| 62 |
-
- Set paper size to match
|
| 63 |
-
|
| 64 |
-
3. **Browser Extensions**
|
| 65 |
-
- Use "Full Page Screen Capture" extensions
|
| 66 |
-
- Save as PNG/JPEG
|
| 67 |
-
|
| 68 |
-
## Technical Details
|
| 69 |
-
|
| 70 |
-
### File Structure
|
| 71 |
-
```
|
| 72 |
-
output/
|
| 73 |
-
page_images/
|
| 74 |
-
index.html # Gallery viewer
|
| 75 |
-
page_001.html # Page 1 (800x1080)
|
| 76 |
-
page_002.html # Page 2 (800x1080)
|
| 77 |
-
...
|
| 78 |
-
page_012.html # Page 12 (800x1080)
|
| 79 |
-
```
|
| 80 |
-
|
| 81 |
-
### Page Layout
|
| 82 |
-
- **Size**: 800x1080 pixels (portrait)
|
| 83 |
-
- **Grid**: 2x2 panels
|
| 84 |
-
- **Margins**: 20px padding
|
| 85 |
-
- **Panel gap**: 10px
|
| 86 |
-
- **Border**: 3px black
|
| 87 |
-
|
| 88 |
-
### Code Location
|
| 89 |
-
- Implementation: `/workspace/backend/page_image_generator.py`
|
| 90 |
-
- Integration: `/workspace/app_enhanced.py` (line 910)
|
| 91 |
-
- Route handling: Automatic via Flask
|
| 92 |
-
|
| 93 |
-
## Example Output
|
| 94 |
-
|
| 95 |
-
When you generate a comic, you'll see:
|
| 96 |
-
```
|
| 97 |
-
📄 Generating page images (800x1080)...
|
| 98 |
-
📄 Generated page 1/12: page_001.html
|
| 99 |
-
📄 Generated page 2/12: page_002.html
|
| 100 |
-
...
|
| 101 |
-
📄 Generated page 12/12: page_012.html
|
| 102 |
-
📋 Page gallery created: output/page_images/index.html
|
| 103 |
-
✅ Generated 12 page images (800x1080)
|
| 104 |
-
📄 Page gallery available at: output/page_images/index.html
|
| 105 |
-
```
|
| 106 |
-
|
| 107 |
-
## Benefits
|
| 108 |
-
|
| 109 |
-
1. **Exact Size**: Every page is precisely 800x1080
|
| 110 |
-
2. **Portable**: HTML files work anywhere
|
| 111 |
-
3. **Editable**: Can modify HTML if needed
|
| 112 |
-
4. **Lightweight**: No heavy image processing
|
| 113 |
-
5. **Print-Ready**: Optimized for printing
|
| 114 |
-
|
| 115 |
-
## Future Enhancement Options
|
| 116 |
-
|
| 117 |
-
If you need actual PNG/JPEG files, we could:
|
| 118 |
-
1. Use a headless browser (Puppeteer/Playwright)
|
| 119 |
-
2. Install image libraries in a virtual environment
|
| 120 |
-
3. Use an external API service
|
| 121 |
-
4. Add client-side canvas rendering
|
| 122 |
-
|
| 123 |
-
The current solution provides the 800x1080 layout you requested and can be easily converted to images using browser tools!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
PDF_EXPORT_GUIDE.md
CHANGED
|
@@ -1,149 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
2. Print dialog opens with optimized settings
|
| 14 |
-
3. Select **"Save as PDF"** as your printer
|
| 15 |
-
4. Choose your settings:
|
| 16 |
-
- Paper size: A4 (default)
|
| 17 |
-
- Margins: Minimal
|
| 18 |
-
- Background graphics: Enabled
|
| 19 |
-
5. Click **Save**
|
| 20 |
-
|
| 21 |
-
**Benefits:**
|
| 22 |
-
- Works in all browsers
|
| 23 |
-
- No additional libraries needed
|
| 24 |
-
- Preserves exact layout
|
| 25 |
-
- High quality output
|
| 26 |
-
- Includes all edits
|
| 27 |
-
|
| 28 |
-
### 2. **Direct Print** 🖨️
|
| 29 |
-
For physical printing:
|
| 30 |
-
|
| 31 |
-
1. Click **"Print Comic"** button
|
| 32 |
-
2. Select your printer
|
| 33 |
-
3. Adjust settings as needed
|
| 34 |
-
4. Print
|
| 35 |
-
|
| 36 |
-
### 3. **Server-Side PDF** (Advanced) 🔧
|
| 37 |
-
For programmatic generation:
|
| 38 |
-
|
| 39 |
-
```javascript
|
| 40 |
-
// The system can send edited data to server
|
| 41 |
-
// Server generates PDF using Python libraries
|
| 42 |
-
// Automatic download of generated PDF
|
| 43 |
-
```
|
| 44 |
-
|
| 45 |
-
## PDF Features
|
| 46 |
-
|
| 47 |
-
### What's Preserved:
|
| 48 |
-
- ✅ All text edits
|
| 49 |
-
- ✅ Bubble positions
|
| 50 |
-
- ✅ Font styles
|
| 51 |
-
- ✅ Comic layout
|
| 52 |
-
- ✅ Image quality
|
| 53 |
-
- ✅ Colors and styling
|
| 54 |
-
|
| 55 |
-
### Print Optimizations:
|
| 56 |
-
- Edit controls hidden automatically
|
| 57 |
-
- Page breaks between comic pages
|
| 58 |
-
- Optimized margins for printing
|
| 59 |
-
- High-resolution output
|
| 60 |
-
- Professional appearance
|
| 61 |
-
|
| 62 |
-
## How It Works
|
| 63 |
-
|
| 64 |
-
### Client-Side (Browser):
|
| 65 |
-
1. Your edits are saved in the browser
|
| 66 |
-
2. Print CSS ensures proper formatting
|
| 67 |
-
3. Browser's PDF engine creates the file
|
| 68 |
-
4. All edits are preserved
|
| 69 |
-
|
| 70 |
-
### Server-Side (Optional):
|
| 71 |
-
1. Edited data sent to server
|
| 72 |
-
2. Python generates PDF with ReportLab
|
| 73 |
-
3. Bubbles drawn at edited positions
|
| 74 |
-
4. PDF returned for download
|
| 75 |
-
|
| 76 |
-
## Usage Instructions
|
| 77 |
-
|
| 78 |
-
### Quick Export:
|
| 79 |
-
1. Edit your comic (drag bubbles, change text)
|
| 80 |
-
2. Click **"Export to PDF"**
|
| 81 |
-
3. Choose "Save as PDF" in print dialog
|
| 82 |
-
4. Save your edited comic!
|
| 83 |
-
|
| 84 |
-
### Keyboard Shortcut:
|
| 85 |
-
- Press **Ctrl+P** (or Cmd+P on Mac)
|
| 86 |
-
- Automatically opens PDF export
|
| 87 |
-
|
| 88 |
-
### Best Practices:
|
| 89 |
-
1. **Preview first**: Check layout before saving
|
| 90 |
-
2. **Landscape mode**: For wider comics
|
| 91 |
-
3. **Scale to fit**: Ensures all content visible
|
| 92 |
-
4. **Color settings**: Enable background graphics
|
| 93 |
-
|
| 94 |
-
## Technical Details
|
| 95 |
-
|
| 96 |
-
### Print Styles Applied:
|
| 97 |
-
```css
|
| 98 |
-
@media print {
|
| 99 |
-
/* Hide editor controls */
|
| 100 |
-
.edit-controls { display: none; }
|
| 101 |
-
|
| 102 |
-
/* Optimize layout */
|
| 103 |
-
.comic-page {
|
| 104 |
-
page-break-inside: avoid;
|
| 105 |
-
page-break-after: always;
|
| 106 |
-
}
|
| 107 |
-
|
| 108 |
-
/* Preserve colors */
|
| 109 |
-
.speech-bubble {
|
| 110 |
-
-webkit-print-color-adjust: exact;
|
| 111 |
-
print-color-adjust: exact;
|
| 112 |
-
}
|
| 113 |
-
}
|
| 114 |
-
```
|
| 115 |
-
|
| 116 |
-
### PDF Generation Options:
|
| 117 |
-
|
| 118 |
-
1. **Browser Native**: Uses browser's PDF engine
|
| 119 |
-
2. **jsPDF + html2canvas**: Client-side library option
|
| 120 |
-
3. **ReportLab**: Server-side Python generation
|
| 121 |
-
4. **Puppeteer/Playwright**: Headless browser option
|
| 122 |
-
|
| 123 |
-
## Troubleshooting
|
| 124 |
-
|
| 125 |
-
### If PDF looks different:
|
| 126 |
-
- Ensure "Background graphics" is enabled
|
| 127 |
-
- Check page margins are set correctly
|
| 128 |
-
- Try different scale settings
|
| 129 |
-
|
| 130 |
-
### If edits aren't showing:
|
| 131 |
-
- Make sure to save edits first (happens automatically)
|
| 132 |
-
- Refresh page and try again
|
| 133 |
-
- Check browser console for errors
|
| 134 |
-
|
| 135 |
-
## Benefits
|
| 136 |
-
|
| 137 |
-
1. **Portable**: Share edited comics as PDF
|
| 138 |
-
2. **Print-ready**: Professional quality output
|
| 139 |
-
3. **Archived**: Preserve your creative edits
|
| 140 |
-
4. **Universal**: PDF works everywhere
|
| 141 |
-
5. **High quality**: Vector text, embedded images
|
| 142 |
-
|
| 143 |
-
Your edited comics can now be:
|
| 144 |
-
- Shared as PDF files
|
| 145 |
-
- Printed professionally
|
| 146 |
-
- Archived permanently
|
| 147 |
-
- Distributed easily
|
| 148 |
-
|
| 149 |
-
The PDF export makes your interactive edits permanent and shareable!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
PDF_SIZING_FIX.md
CHANGED
|
@@ -1,137 +1,12 @@
|
|
| 1 |
-
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| 2 |
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| 3 |
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| 4 |
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| 6 |
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| 7 |
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| 8 |
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|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- **Destination**: Save as PDF
|
| 14 |
-
- **Layout**: **Landscape** ← Important!
|
| 15 |
-
- **Paper size**: A4 or Letter
|
| 16 |
-
- **Margins**: **None** or **Minimum**
|
| 17 |
-
- **Scale**: **Fit to page** or **100%**
|
| 18 |
-
- **Options**: ✓ Background graphics
|
| 19 |
-
|
| 20 |
-
### 2. **Browser-Specific Settings**
|
| 21 |
-
|
| 22 |
-
#### **Chrome/Edge:**
|
| 23 |
-
```
|
| 24 |
-
Layout: Landscape
|
| 25 |
-
Margins: None
|
| 26 |
-
Scale: Fit to page width
|
| 27 |
-
✓ Background graphics
|
| 28 |
-
```
|
| 29 |
-
|
| 30 |
-
#### **Firefox:**
|
| 31 |
-
```
|
| 32 |
-
Orientation: Landscape
|
| 33 |
-
Margins: None
|
| 34 |
-
Scale: Fit to Page
|
| 35 |
-
✓ Print backgrounds
|
| 36 |
-
```
|
| 37 |
-
|
| 38 |
-
#### **Safari:**
|
| 39 |
-
```
|
| 40 |
-
Orientation: Landscape
|
| 41 |
-
Scale: 100%
|
| 42 |
-
✓ Print backgrounds
|
| 43 |
-
```
|
| 44 |
-
|
| 45 |
-
### 3. **What I've Fixed**
|
| 46 |
-
|
| 47 |
-
The system now:
|
| 48 |
-
- Sets each comic page to fill the entire PDF page
|
| 49 |
-
- Uses landscape orientation for better fit
|
| 50 |
-
- Removes unnecessary margins
|
| 51 |
-
- Scales panels to maximum size
|
| 52 |
-
- Preserves 2x2 grid layout
|
| 53 |
-
|
| 54 |
-
### 4. **Manual Adjustments**
|
| 55 |
-
|
| 56 |
-
If pages still appear small:
|
| 57 |
-
|
| 58 |
-
1. **In Print Dialog:**
|
| 59 |
-
- Change "Scale" to "Fit to page width"
|
| 60 |
-
- Or set custom scale (try 120-150%)
|
| 61 |
-
- Ensure margins are "None"
|
| 62 |
-
|
| 63 |
-
2. **Paper Size:**
|
| 64 |
-
- Try "Letter" if A4 doesn't work well
|
| 65 |
-
- Or use "Tabloid" for larger output
|
| 66 |
-
|
| 67 |
-
3. **Layout:**
|
| 68 |
-
- Always use "Landscape" for comics
|
| 69 |
-
- Portrait will make panels tiny
|
| 70 |
-
|
| 71 |
-
## Technical Details
|
| 72 |
-
|
| 73 |
-
The CSS now sets:
|
| 74 |
-
```css
|
| 75 |
-
/* Each comic page fills PDF page */
|
| 76 |
-
.comic-page {
|
| 77 |
-
width: 100vw;
|
| 78 |
-
height: 100vh;
|
| 79 |
-
page-break-after: always;
|
| 80 |
-
}
|
| 81 |
-
|
| 82 |
-
/* Page settings */
|
| 83 |
-
@page {
|
| 84 |
-
size: A4 landscape;
|
| 85 |
-
margin: 10mm;
|
| 86 |
-
}
|
| 87 |
-
```
|
| 88 |
-
|
| 89 |
-
## Quick Checklist
|
| 90 |
-
|
| 91 |
-
Before clicking "Save" in print dialog:
|
| 92 |
-
|
| 93 |
-
- [ ] Layout = **Landscape**
|
| 94 |
-
- [ ] Margins = **None** or **Default**
|
| 95 |
-
- [ ] Scale = **Fit to page**
|
| 96 |
-
- [ ] Background graphics = **Enabled**
|
| 97 |
-
- [ ] Paper size = **A4** or **Letter**
|
| 98 |
-
|
| 99 |
-
## If Still Having Issues
|
| 100 |
-
|
| 101 |
-
### Option 1: Custom Scale
|
| 102 |
-
- Set Scale to "Custom"
|
| 103 |
-
- Try 115% or 125%
|
| 104 |
-
- This makes everything larger
|
| 105 |
-
|
| 106 |
-
### Option 2: Different Paper Size
|
| 107 |
-
- Try "Tabloid" (11x17)
|
| 108 |
-
- Gives more space for panels
|
| 109 |
-
|
| 110 |
-
### Option 3: Margins
|
| 111 |
-
- If "None" cuts off edges
|
| 112 |
-
- Use "Default" or "Narrow"
|
| 113 |
-
|
| 114 |
-
## Example Settings (Chrome)
|
| 115 |
-
|
| 116 |
-
1. Destination: **Save as PDF**
|
| 117 |
-
2. Pages: **All**
|
| 118 |
-
3. Layout: **Landscape**
|
| 119 |
-
4. Paper size: **A4**
|
| 120 |
-
5. Pages per sheet: **1**
|
| 121 |
-
6. Margins: **None**
|
| 122 |
-
7. Scale: **Default**
|
| 123 |
-
8. Options:
|
| 124 |
-
- ✓ Background graphics
|
| 125 |
-
- ✓ Selection only (unchecked)
|
| 126 |
-
- ✓ Headers and footers (unchecked)
|
| 127 |
-
|
| 128 |
-
## Result
|
| 129 |
-
|
| 130 |
-
Your PDF should now have:
|
| 131 |
-
- Full-page comic panels
|
| 132 |
-
- No wasted white space
|
| 133 |
-
- Proper 2x2 grid layout
|
| 134 |
-
- All text and bubbles visible
|
| 135 |
-
- Professional appearance
|
| 136 |
-
|
| 137 |
-
Each comic page becomes one PDF page at maximum size!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
PRINT_GUIDE_800x1080.md
CHANGED
|
@@ -1,140 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
## Detailed Instructions
|
| 15 |
-
|
| 16 |
-
### Method 1: Print to Physical Printer
|
| 17 |
-
|
| 18 |
-
1. Open the page (e.g., `page_001.html`)
|
| 19 |
-
2. Click **"📥 Download as Image"** button
|
| 20 |
-
3. In the print dialog:
|
| 21 |
-
- **Destination**: Select your printer
|
| 22 |
-
- **Paper Size**: Choose **A5** (closest standard size)
|
| 23 |
-
- **Margins**: Set to **None**
|
| 24 |
-
- **Scale**: Keep at **100%**
|
| 25 |
-
4. Click **Print**
|
| 26 |
-
|
| 27 |
-
### Method 2: Save as PDF (Digital 800x1080)
|
| 28 |
-
|
| 29 |
-
1. Open the page
|
| 30 |
-
2. Click **"📥 Download as Image"**
|
| 31 |
-
3. In the print dialog:
|
| 32 |
-
- **Destination**: **Save as PDF**
|
| 33 |
-
- **Paper Size**: **A5** or **Custom**
|
| 34 |
-
- **Margins**: **None**
|
| 35 |
-
- **Scale**: **100%**
|
| 36 |
-
4. Click **Save**
|
| 37 |
-
|
| 38 |
-
## Paper Size Options
|
| 39 |
-
|
| 40 |
-
### Best Matches for 800x1080 pixels:
|
| 41 |
-
|
| 42 |
-
| Paper Size | Dimensions | Notes |
|
| 43 |
-
|------------|------------|-------|
|
| 44 |
-
| **Custom** | 5.33" × 7.2" | Exact match at 150 DPI |
|
| 45 |
-
| **A5** | 5.83" × 8.27" | Closest standard size |
|
| 46 |
-
| **Half Letter** | 5.5" × 8.5" | US standard, slightly larger |
|
| 47 |
-
|
| 48 |
-
### At Different DPI Settings:
|
| 49 |
-
|
| 50 |
-
- **96 DPI**: 8.33" × 11.25" (screen resolution)
|
| 51 |
-
- **150 DPI**: 5.33" × 7.2" (recommended for print)
|
| 52 |
-
- **300 DPI**: 2.67" × 3.6" (high quality, but small)
|
| 53 |
-
|
| 54 |
-
## Browser-Specific Settings
|
| 55 |
-
|
| 56 |
-
### Chrome/Edge:
|
| 57 |
-
```
|
| 58 |
-
1. Destination: Your printer or "Save as PDF"
|
| 59 |
-
2. Pages: All
|
| 60 |
-
3. Layout: Portrait
|
| 61 |
-
4. Paper size: A5
|
| 62 |
-
5. Margins: None
|
| 63 |
-
6. Scale: Default (100%)
|
| 64 |
-
7. Options: ✓ Background graphics
|
| 65 |
-
```
|
| 66 |
-
|
| 67 |
-
### Firefox:
|
| 68 |
-
```
|
| 69 |
-
1. Destination: Your printer or "Save as PDF"
|
| 70 |
-
2. Orientation: Portrait
|
| 71 |
-
3. Paper Size: A5
|
| 72 |
-
4. Margins: None
|
| 73 |
-
5. Scale: 100%
|
| 74 |
-
6. Print backgrounds: ✓ Enabled
|
| 75 |
-
```
|
| 76 |
-
|
| 77 |
-
### Safari:
|
| 78 |
-
```
|
| 79 |
-
1. Paper Size: A5
|
| 80 |
-
2. Orientation: Portrait
|
| 81 |
-
3. Scale: 100%
|
| 82 |
-
4. Print backgrounds: ✓ Enabled
|
| 83 |
-
```
|
| 84 |
-
|
| 85 |
-
## Why These Settings?
|
| 86 |
-
|
| 87 |
-
- **800×1080 pixels** = 8.33:11.25 ratio
|
| 88 |
-
- **A5 paper** (148×210mm) ≈ 5.83×8.27 inches
|
| 89 |
-
- **Aspect ratio** is very close (1:1.35 vs 1:1.42)
|
| 90 |
-
- **No margins** ensures full use of paper
|
| 91 |
-
- **100% scale** maintains pixel accuracy
|
| 92 |
-
|
| 93 |
-
## Common Issues & Solutions
|
| 94 |
-
|
| 95 |
-
### Issue: Page appears too small
|
| 96 |
-
**Solution**:
|
| 97 |
-
- Check Scale is set to 100% (not "Fit to page")
|
| 98 |
-
- Try Custom paper size: 5.33" × 7.2"
|
| 99 |
-
|
| 100 |
-
### Issue: Page is cut off
|
| 101 |
-
**Solution**:
|
| 102 |
-
- Set Margins to "None"
|
| 103 |
-
- Reduce Scale to 95%
|
| 104 |
-
- Use A5 paper size
|
| 105 |
-
|
| 106 |
-
### Issue: Multiple pages print
|
| 107 |
-
**Solution**:
|
| 108 |
-
- Ensure "Pages per sheet" = 1
|
| 109 |
-
- Check page range is correct
|
| 110 |
-
|
| 111 |
-
### Issue: Colors don't print
|
| 112 |
-
**Solution**:
|
| 113 |
-
- Enable "Background graphics"
|
| 114 |
-
- Check printer color settings
|
| 115 |
-
|
| 116 |
-
## Physical Print Sizes
|
| 117 |
-
|
| 118 |
-
When printed, your 800×1080 comic page will be approximately:
|
| 119 |
-
|
| 120 |
-
- **A5 Paper**: 5.8" × 8.3" (148mm × 210mm)
|
| 121 |
-
- **Half Letter**: 5.5" × 8.5" (140mm × 216mm)
|
| 122 |
-
- **Custom Exact**: 5.33" × 7.2" (135mm × 183mm)
|
| 123 |
-
|
| 124 |
-
## Tips for Best Results
|
| 125 |
-
|
| 126 |
-
1. **Preview First**: Always use Print Preview
|
| 127 |
-
2. **Test Page**: Print page 1 first to check settings
|
| 128 |
-
3. **Paper Type**: Use matte photo paper for best quality
|
| 129 |
-
4. **Color Mode**: Set printer to "Best" quality
|
| 130 |
-
5. **Save Settings**: Save your print preset for future use
|
| 131 |
-
|
| 132 |
-
## Example: Printing All 12 Pages
|
| 133 |
-
|
| 134 |
-
1. Open page gallery (`index.html`)
|
| 135 |
-
2. Click "📂 Open All Pages"
|
| 136 |
-
3. In each tab, press Ctrl+P (Cmd+P on Mac)
|
| 137 |
-
4. Use same settings for each page
|
| 138 |
-
5. Print or save as PDF
|
| 139 |
-
|
| 140 |
-
Your comic pages will print at the correct 800×1080 resolution!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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README_2K_PANELS.md
CHANGED
|
@@ -1,142 +1,12 @@
|
|
| 1 |
-
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| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
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| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
-
|
| 13 |
-
- Faster processing
|
| 14 |
-
- Lower memory usage
|
| 15 |
-
- More reasonable file sizes
|
| 16 |
-
- Still high quality for web viewing
|
| 17 |
-
|
| 18 |
-
### 2. **Individual Panel Export (640x800)**
|
| 19 |
-
- After comic generation, all panels are automatically extracted
|
| 20 |
-
- Each panel is saved as a separate image file
|
| 21 |
-
- Fixed size: **640x800 pixels** (portrait orientation)
|
| 22 |
-
- Perfect for:
|
| 23 |
-
- Social media posts
|
| 24 |
-
- Mobile wallpapers
|
| 25 |
-
- Print postcards
|
| 26 |
-
- Digital collections
|
| 27 |
-
|
| 28 |
-
## 📁 Output Structure
|
| 29 |
-
|
| 30 |
-
After generating a comic, you'll find:
|
| 31 |
-
|
| 32 |
-
```
|
| 33 |
-
output/
|
| 34 |
-
├── page.html # Full comic viewer
|
| 35 |
-
├── pages.json # Comic data
|
| 36 |
-
├── smart_comic_viewer.html # Smart comic (if enabled)
|
| 37 |
-
└── panels/ # NEW: Individual panels
|
| 38 |
-
├── panel_001_p1_1.jpg # Panel 1 from page 1
|
| 39 |
-
├── panel_002_p1_2.jpg # Panel 2 from page 1
|
| 40 |
-
├── panel_003_p2_1.jpg # Panel 1 from page 2
|
| 41 |
-
├── ...
|
| 42 |
-
└── panel_viewer.html # Gallery view of all panels
|
| 43 |
-
```
|
| 44 |
-
|
| 45 |
-
## 🚀 How It Works
|
| 46 |
-
|
| 47 |
-
1. **During Enhancement**:
|
| 48 |
-
- Images are enhanced using AI models
|
| 49 |
-
- Resolution is capped at 2K (2048x1080)
|
| 50 |
-
- Original aspect ratio is preserved
|
| 51 |
-
|
| 52 |
-
2. **During Panel Extraction**:
|
| 53 |
-
- Each panel from the comic is extracted
|
| 54 |
-
- Speech bubbles are rendered onto the panels
|
| 55 |
-
- Images are resized to fit 640x800
|
| 56 |
-
- White padding added if needed to maintain aspect ratio
|
| 57 |
-
- Saved as high-quality JPEG (95% quality)
|
| 58 |
-
|
| 59 |
-
## 📸 Panel Features
|
| 60 |
-
|
| 61 |
-
- **Consistent Size**: All panels are exactly 640x800 pixels
|
| 62 |
-
- **Speech Bubbles Included**: Text is rendered directly on the image
|
| 63 |
-
- **High Quality**: JPEG compression at 95% quality
|
| 64 |
-
- **Numbered Naming**: Easy to identify which page/panel
|
| 65 |
-
- **White Background**: Clean presentation with padding
|
| 66 |
-
|
| 67 |
-
## 🌐 Viewing Options
|
| 68 |
-
|
| 69 |
-
### 1. **Panel Gallery**
|
| 70 |
-
Navigate to: `http://localhost:5000/panels`
|
| 71 |
-
- Grid view of all extracted panels
|
| 72 |
-
- Hover to enlarge
|
| 73 |
-
- Shows panel numbers
|
| 74 |
-
|
| 75 |
-
### 2. **Direct Access**
|
| 76 |
-
Panels are available at: `http://localhost:5000/output/panels/panel_XXX_pY_Z.jpg`
|
| 77 |
-
- XXX = Panel number (001, 002, etc.)
|
| 78 |
-
- Y = Page number
|
| 79 |
-
- Z = Panel position on page
|
| 80 |
-
|
| 81 |
-
### 3. **File System**
|
| 82 |
-
All panels saved in: `output/panels/`
|
| 83 |
-
- Ready for bulk download
|
| 84 |
-
- Easy to share or print
|
| 85 |
-
|
| 86 |
-
## 💡 Use Cases
|
| 87 |
-
|
| 88 |
-
1. **Social Media Content**:
|
| 89 |
-
- Post individual panels on Instagram
|
| 90 |
-
- Create story sequences
|
| 91 |
-
- Share highlights
|
| 92 |
-
|
| 93 |
-
2. **Print Products**:
|
| 94 |
-
- Comic postcards
|
| 95 |
-
- Mini posters
|
| 96 |
-
- Collectible cards
|
| 97 |
-
|
| 98 |
-
3. **Digital Assets**:
|
| 99 |
-
- Mobile wallpapers
|
| 100 |
-
- Profile pictures
|
| 101 |
-
- NFT collections
|
| 102 |
-
|
| 103 |
-
4. **Portfolio**:
|
| 104 |
-
- Showcase individual scenes
|
| 105 |
-
- Create galleries
|
| 106 |
-
- Present work samples
|
| 107 |
-
|
| 108 |
-
## ⚙️ Technical Details
|
| 109 |
-
|
| 110 |
-
### Resolution Changes:
|
| 111 |
-
```python
|
| 112 |
-
# Before: 4x upscaling (could reach 8K)
|
| 113 |
-
target_width = width * 4
|
| 114 |
-
target_height = height * 4
|
| 115 |
-
|
| 116 |
-
# Now: Max 2K with smart scaling
|
| 117 |
-
scale_factor = min(2048 / width, 1080 / height, 2.0)
|
| 118 |
-
target_width = int(width * scale_factor)
|
| 119 |
-
target_height = int(height * scale_factor)
|
| 120 |
-
```
|
| 121 |
-
|
| 122 |
-
### Panel Export:
|
| 123 |
-
```python
|
| 124 |
-
# Fixed panel dimensions
|
| 125 |
-
panel_size = (640, 800) # Width x Height
|
| 126 |
-
|
| 127 |
-
# Maintains aspect ratio
|
| 128 |
-
# Adds white padding if needed
|
| 129 |
-
# Includes rendered speech bubbles
|
| 130 |
-
```
|
| 131 |
-
|
| 132 |
-
## 🎨 Example Results
|
| 133 |
-
|
| 134 |
-
**Input**: 1920x1080 video frame
|
| 135 |
-
**Enhanced**: 2048x1080 (2K limit applied)
|
| 136 |
-
**Panel Export**: 640x800 with speech bubbles
|
| 137 |
-
|
| 138 |
-
The system now provides both:
|
| 139 |
-
- Full comic pages for reading
|
| 140 |
-
- Individual panels for sharing
|
| 141 |
-
|
| 142 |
-
Perfect balance between quality and practicality!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
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|
|
README_AI_MODELS.md
CHANGED
|
@@ -1,226 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
1. **Real-ESRGAN** (Real-Enhanced Super-Resolution GAN)
|
| 12 |
-
- 4x upscaling with exceptional quality
|
| 13 |
-
- Handles real-world degradation (noise, compression, blur)
|
| 14 |
-
- Two models included:
|
| 15 |
-
- `RealESRGAN_x4plus`: General purpose, best for photos
|
| 16 |
-
- `RealESRGAN_x4plus_anime_6B`: Optimized for anime/comic art
|
| 17 |
-
|
| 18 |
-
2. **GFPGAN** (Generative Facial Prior GAN)
|
| 19 |
-
- State-of-the-art face restoration
|
| 20 |
-
- Enhances facial details and features
|
| 21 |
-
- Removes artifacts and improves skin texture
|
| 22 |
-
- Version 1.3 with improved quality
|
| 23 |
-
|
| 24 |
-
3. **Intelligent Model Selection**
|
| 25 |
-
- Automatic detection of anime/comic style content
|
| 26 |
-
- Smart switching between general and anime models
|
| 27 |
-
- Fallback to traditional methods if AI fails
|
| 28 |
-
|
| 29 |
-
## 🛠️ Installation
|
| 30 |
-
|
| 31 |
-
### **Quick Install:**
|
| 32 |
-
```bash
|
| 33 |
-
# Run the installation script
|
| 34 |
-
./install_ai_models.sh
|
| 35 |
-
```
|
| 36 |
-
|
| 37 |
-
### **Manual Install:**
|
| 38 |
-
```bash
|
| 39 |
-
# Create virtual environment
|
| 40 |
-
python3 -m venv venv_ai
|
| 41 |
-
source venv_ai/bin/activate
|
| 42 |
-
|
| 43 |
-
# Install PyTorch with CUDA 11.8 (for RTX 3050)
|
| 44 |
-
pip install torch==2.1.0+cu118 torchvision==0.16.0+cu118 --index-url https://download.pytorch.org/whl/cu118
|
| 45 |
-
|
| 46 |
-
# Install AI model requirements
|
| 47 |
-
pip install -r requirements_ai_models.txt
|
| 48 |
-
```
|
| 49 |
-
|
| 50 |
-
## 🚀 Usage
|
| 51 |
-
|
| 52 |
-
### **1. In Your Application:**
|
| 53 |
-
```python
|
| 54 |
-
from backend.advanced_image_enhancer import AdvancedImageEnhancer
|
| 55 |
-
|
| 56 |
-
# Enable AI models
|
| 57 |
-
os.environ['USE_AI_MODELS'] = '1'
|
| 58 |
-
os.environ['ENHANCE_FACES'] = '1'
|
| 59 |
-
|
| 60 |
-
# Create enhancer
|
| 61 |
-
enhancer = AdvancedImageEnhancer()
|
| 62 |
-
|
| 63 |
-
# Enhance image
|
| 64 |
-
result = enhancer.enhance_image('input.jpg', 'output.jpg')
|
| 65 |
-
```
|
| 66 |
-
|
| 67 |
-
### **2. Direct Model Usage:**
|
| 68 |
-
```python
|
| 69 |
-
from backend.ai_model_manager import get_ai_model_manager
|
| 70 |
-
|
| 71 |
-
# Get model manager
|
| 72 |
-
manager = get_ai_model_manager()
|
| 73 |
-
|
| 74 |
-
# Enhance with Real-ESRGAN
|
| 75 |
-
enhanced = manager.enhance_image_realesrgan(image)
|
| 76 |
-
|
| 77 |
-
# Enhance faces with GFPGAN
|
| 78 |
-
face_enhanced = manager.enhance_face_gfpgan(enhanced)
|
| 79 |
-
|
| 80 |
-
# Complete pipeline
|
| 81 |
-
result = manager.enhance_image_pipeline(
|
| 82 |
-
'input.jpg',
|
| 83 |
-
'output.jpg',
|
| 84 |
-
enhance_face=True,
|
| 85 |
-
use_anime_model=False
|
| 86 |
-
)
|
| 87 |
-
```
|
| 88 |
-
|
| 89 |
-
### **3. Environment Variables:**
|
| 90 |
-
```bash
|
| 91 |
-
# Enable/disable AI models
|
| 92 |
-
export USE_AI_MODELS=1 # Use AI models (default: 1)
|
| 93 |
-
export ENHANCE_FACES=1 # Enhance faces with GFPGAN (default: 1)
|
| 94 |
-
|
| 95 |
-
# GPU settings
|
| 96 |
-
export CUDA_VISIBLE_DEVICES=0 # Use first GPU
|
| 97 |
-
```
|
| 98 |
-
|
| 99 |
-
## 🎮 RTX 3050 Optimization
|
| 100 |
-
|
| 101 |
-
The implementation is specifically optimized for RTX 3050:
|
| 102 |
-
|
| 103 |
-
### **Memory Management:**
|
| 104 |
-
- **Tile Processing**: Images processed in 256x256 tiles to fit in 4GB/8GB VRAM
|
| 105 |
-
- **FP16 Precision**: Uses half-precision for 2x memory savings
|
| 106 |
-
- **Memory Limit**: Capped at 80% VRAM usage to prevent OOM
|
| 107 |
-
- **Auto Cleanup**: Clears GPU memory after each batch
|
| 108 |
-
|
| 109 |
-
### **Performance Tips:**
|
| 110 |
-
```python
|
| 111 |
-
# RTX 3050 optimal settings
|
| 112 |
-
torch.backends.cudnn.benchmark = True
|
| 113 |
-
torch.backends.cuda.matmul.allow_tf32 = True
|
| 114 |
-
torch.cuda.set_per_process_memory_fraction(0.8)
|
| 115 |
-
```
|
| 116 |
-
|
| 117 |
-
## 📊 Performance Benchmarks
|
| 118 |
-
|
| 119 |
-
### **On RTX 3050 (8GB):**
|
| 120 |
-
| Operation | Input Size | Output Size | Time | VRAM Used |
|
| 121 |
-
|-----------|------------|-------------|------|-----------|
|
| 122 |
-
| Real-ESRGAN 4x | 512x512 | 2048x2048 | ~2s | ~2GB |
|
| 123 |
-
| GFPGAN Face | 512x512 | 1024x1024 | ~1s | ~1.5GB |
|
| 124 |
-
| Full Pipeline | 512x512 | 2048x2048 | ~3s | ~3GB |
|
| 125 |
-
|
| 126 |
-
### **Quality Improvements:**
|
| 127 |
-
- **Resolution**: 4x increase (e.g., 512x512 → 2048x2048)
|
| 128 |
-
- **Noise Reduction**: 90% improvement
|
| 129 |
-
- **Face Quality**: 95% accuracy in face restoration
|
| 130 |
-
- **Detail Preservation**: 85% better than traditional methods
|
| 131 |
-
|
| 132 |
-
## 🧪 Testing
|
| 133 |
-
|
| 134 |
-
### **Run Test Suite:**
|
| 135 |
-
```bash
|
| 136 |
-
# Activate environment
|
| 137 |
-
source venv_ai/bin/activate
|
| 138 |
-
|
| 139 |
-
# Run tests
|
| 140 |
-
python test_ai_models.py
|
| 141 |
-
```
|
| 142 |
-
|
| 143 |
-
### **Test Outputs:**
|
| 144 |
-
- System information and GPU details
|
| 145 |
-
- Model loading verification
|
| 146 |
-
- Enhancement pipeline testing
|
| 147 |
-
- Memory usage analysis
|
| 148 |
-
- Performance benchmarks
|
| 149 |
-
|
| 150 |
-
## 🔧 Troubleshooting
|
| 151 |
-
|
| 152 |
-
### **Common Issues:**
|
| 153 |
-
|
| 154 |
-
1. **CUDA Out of Memory:**
|
| 155 |
-
```python
|
| 156 |
-
# Reduce tile size
|
| 157 |
-
self.realesrgan = RealESRGANer(
|
| 158 |
-
tile=128, # Smaller tiles for 4GB cards
|
| 159 |
-
tile_pad=10
|
| 160 |
-
)
|
| 161 |
-
```
|
| 162 |
-
|
| 163 |
-
2. **Model Download Fails:**
|
| 164 |
-
```bash
|
| 165 |
-
# Manual download
|
| 166 |
-
cd models
|
| 167 |
-
wget https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth
|
| 168 |
-
```
|
| 169 |
-
|
| 170 |
-
3. **Slow Performance:**
|
| 171 |
-
- Ensure CUDA is properly installed
|
| 172 |
-
- Check GPU utilization with `nvidia-smi`
|
| 173 |
-
- Use FP16 mode for faster inference
|
| 174 |
-
|
| 175 |
-
## 📈 Model Comparison
|
| 176 |
-
|
| 177 |
-
### **Upscaling Models:**
|
| 178 |
-
| Model | Best For | Quality | Speed | VRAM |
|
| 179 |
-
|-------|----------|---------|-------|------|
|
| 180 |
-
| Real-ESRGAN x4plus | Photos, realistic | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ | 2GB |
|
| 181 |
-
| Real-ESRGAN Anime | Anime, comics | ⭐⭐⭐⭐⭐ | ⭐⭐⭐⭐ | 1.5GB |
|
| 182 |
-
| LANCZOS4 (fallback) | Any | ��⭐ | ⭐⭐⭐⭐⭐ | 0GB |
|
| 183 |
-
|
| 184 |
-
### **Face Enhancement:**
|
| 185 |
-
| Model | Quality | Speed | Features |
|
| 186 |
-
|-------|---------|-------|----------|
|
| 187 |
-
| GFPGAN v1.3 | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ | Face restoration, detail enhancement |
|
| 188 |
-
| OpenCV DNN | ⭐⭐⭐ | ⭐⭐⭐⭐⭐ | Basic face detection only |
|
| 189 |
-
|
| 190 |
-
## 🚀 Future Enhancements
|
| 191 |
-
|
| 192 |
-
### **Planned Models:**
|
| 193 |
-
1. **SwinIR**: Transformer-based super resolution
|
| 194 |
-
2. **CodeFormer**: Latest face restoration
|
| 195 |
-
3. **ControlNet**: Guided image generation
|
| 196 |
-
4. **Stable Diffusion**: AI-powered inpainting
|
| 197 |
-
|
| 198 |
-
### **Optimizations:**
|
| 199 |
-
- TensorRT acceleration for 2x speedup
|
| 200 |
-
- ONNX model conversion
|
| 201 |
-
- Dynamic batching for multiple images
|
| 202 |
-
- Streaming processing for video
|
| 203 |
-
|
| 204 |
-
## 📝 API Reference
|
| 205 |
-
|
| 206 |
-
### **AIModelManager Class:**
|
| 207 |
-
```python
|
| 208 |
-
class AIModelManager:
|
| 209 |
-
def __init__(self, device=None, model_dir='models')
|
| 210 |
-
def load_realesrgan(model_name='RealESRGAN_x4plus', scale=4)
|
| 211 |
-
def load_gfpgan()
|
| 212 |
-
def enhance_image_realesrgan(image, use_anime_model=False)
|
| 213 |
-
def enhance_face_gfpgan(image, only_center_face=False, paste_back=True)
|
| 214 |
-
def enhance_image_pipeline(image_path, output_path, enhance_face=True, use_anime_model=False)
|
| 215 |
-
def clear_memory()
|
| 216 |
-
```
|
| 217 |
-
|
| 218 |
-
### **Environment Variables:**
|
| 219 |
-
- `USE_AI_MODELS`: Enable/disable AI models (default: '1')
|
| 220 |
-
- `ENHANCE_FACES`: Enable/disable face enhancement (default: '1')
|
| 221 |
-
- `CUDA_VISIBLE_DEVICES`: GPU device selection
|
| 222 |
-
- `AI_MODEL_DIR`: Model storage directory (default: 'models')
|
| 223 |
-
|
| 224 |
---
|
| 225 |
|
| 226 |
-
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
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|
| 10 |
---
|
| 11 |
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
README_COLOR_PRESERVATION.md
CHANGED
|
@@ -1,111 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
### 2. **2K Resolution Enforcement**
|
| 15 |
-
All enhancers now properly limit output to 2048x1080 maximum:
|
| 16 |
-
- Ultra Compact Enhancer: Scale reduced from 4x to 2x
|
| 17 |
-
- Lightweight AI Enhancer: Added 2K limit checks
|
| 18 |
-
- Compact AI Models: Updated fallback upscaling
|
| 19 |
-
- CPU fallback: Respects 2K limit
|
| 20 |
-
|
| 21 |
-
### 3. **Story-Based Panel Selection**
|
| 22 |
-
The system now automatically:
|
| 23 |
-
- Analyzes all subtitles for story importance
|
| 24 |
-
- Selects 10-15 most meaningful moments
|
| 25 |
-
- Creates adaptive layouts based on panel count
|
| 26 |
-
- Generates frames only for selected moments
|
| 27 |
-
|
| 28 |
-
## 🎨 Color Preservation Settings
|
| 29 |
-
|
| 30 |
-
In `app_enhanced.py`, the comic generator now has:
|
| 31 |
-
```python
|
| 32 |
-
self.apply_comic_style = True # Set to False to skip comic styling
|
| 33 |
-
self.preserve_colors = True # Preserve original colors when styling
|
| 34 |
-
```
|
| 35 |
-
|
| 36 |
-
### Comic Styling Modes:
|
| 37 |
-
|
| 38 |
-
1. **Full Comic Style** (apply_comic_style=True, preserve_colors=False):
|
| 39 |
-
- Traditional comic look
|
| 40 |
-
- Limited color palette
|
| 41 |
-
- Strong edges and quantization
|
| 42 |
-
|
| 43 |
-
2. **Color-Preserved Comic** (apply_comic_style=True, preserve_colors=True):
|
| 44 |
-
- Maintains original colors
|
| 45 |
-
- Subtle comic effects
|
| 46 |
-
- 32-color palette
|
| 47 |
-
- Blends with original image
|
| 48 |
-
|
| 49 |
-
3. **No Comic Style** (apply_comic_style=False):
|
| 50 |
-
- Keeps enhanced images as-is
|
| 51 |
-
- No color quantization
|
| 52 |
-
- No edge effects
|
| 53 |
-
- Pure photorealistic
|
| 54 |
-
|
| 55 |
-
## 📊 Automatic Story Adjustment
|
| 56 |
-
|
| 57 |
-
The system now:
|
| 58 |
-
1. **Analyzes Story Structure**:
|
| 59 |
-
- Introduction (first 10%)
|
| 60 |
-
- Development (20-50%)
|
| 61 |
-
- Climax (50-80%)
|
| 62 |
-
- Resolution (last 20%)
|
| 63 |
-
|
| 64 |
-
2. **Scores Each Moment**:
|
| 65 |
-
- Length of dialogue
|
| 66 |
-
- Emotional keywords
|
| 67 |
-
- Action words
|
| 68 |
-
- Story position
|
| 69 |
-
- Punctuation (!, ?)
|
| 70 |
-
|
| 71 |
-
3. **Selects Key Frames**:
|
| 72 |
-
- Guarantees intro and conclusion
|
| 73 |
-
- Picks high-scoring middle moments
|
| 74 |
-
- Maintains minimum spacing
|
| 75 |
-
- Targets 10-15 total panels
|
| 76 |
-
|
| 77 |
-
4. **Adaptive Layout**:
|
| 78 |
-
- 1-6 panels: Single page
|
| 79 |
-
- 7-9 panels: 3x3 grid
|
| 80 |
-
- 10-12 panels: Two pages
|
| 81 |
-
- 13+ panels: Multiple pages
|
| 82 |
-
|
| 83 |
-
## 🚀 Usage
|
| 84 |
-
|
| 85 |
-
### To Preserve Colors:
|
| 86 |
-
```python
|
| 87 |
-
# In app_enhanced.py __init__:
|
| 88 |
-
self.preserve_colors = True # Default setting
|
| 89 |
-
```
|
| 90 |
-
|
| 91 |
-
### To Skip Comic Styling:
|
| 92 |
-
```python
|
| 93 |
-
# In app_enhanced.py __init__:
|
| 94 |
-
self.apply_comic_style = False
|
| 95 |
-
```
|
| 96 |
-
|
| 97 |
-
### Output Examples:
|
| 98 |
-
- **With Color Preservation**: Natural colors with subtle comic effects
|
| 99 |
-
- **Without Preservation**: Traditional comic book appearance
|
| 100 |
-
- **No Styling**: Clean, enhanced photos
|
| 101 |
-
|
| 102 |
-
## 📸 Results
|
| 103 |
-
|
| 104 |
-
Now your comics will:
|
| 105 |
-
- ✅ Maintain vibrant original colors
|
| 106 |
-
- ✅ Show 10-15 key story moments
|
| 107 |
-
- ✅ Have adaptive layouts
|
| 108 |
-
- ✅ Process at 2K resolution max
|
| 109 |
-
- ✅ Export as 640x800 panels
|
| 110 |
-
|
| 111 |
-
The green color issue is fixed, and the system automatically creates full story comics!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
README_ENHANCED.md
CHANGED
|
@@ -1,354 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
- **Advanced Face Detection**: MediaPipe + OpenCV DNN for 99%+ accuracy
|
| 11 |
-
- **Smart Bubble Placement**: AI-powered content analysis for optimal positioning
|
| 12 |
-
- **High-Quality Image Enhancement**: Multi-stage processing pipeline
|
| 13 |
-
- **Intelligent Layout Optimization**: Content-aware panel arrangement
|
| 14 |
-
|
| 15 |
-
### 🎯 **Quality Improvements**
|
| 16 |
-
- **Super Resolution**: AI-powered image upscaling
|
| 17 |
-
- **Advanced Noise Reduction**: Multi-algorithm denoising
|
| 18 |
-
- **Color Enhancement**: AI-optimized color balance and saturation
|
| 19 |
-
- **Edge Preservation**: Smart filtering techniques
|
| 20 |
-
- **Dynamic Range Optimization**: CLAHE for better contrast
|
| 21 |
-
|
| 22 |
-
### 🎨 **Comic Styling**
|
| 23 |
-
- **Modern Comic Style**: Advanced edge detection + color quantization
|
| 24 |
-
- **Adaptive Color Reduction**: AI-determined optimal color count
|
| 25 |
-
- **Texture Enhancement**: Subtle halftone effects
|
| 26 |
-
- **Multiple Style Options**: Modern, Classic, Manga styles
|
| 27 |
-
|
| 28 |
-
### 💬 **Smart Speech Bubbles**
|
| 29 |
-
- **Content Analysis**: Salient region detection
|
| 30 |
-
- **Face Avoidance**: Intelligent positioning away from faces
|
| 31 |
-
- **Dialogue Optimization**: Length-aware placement
|
| 32 |
-
- **Collision Prevention**: Advanced overlap detection
|
| 33 |
-
|
| 34 |
-
## 🏗️ Architecture Overview
|
| 35 |
-
|
| 36 |
-
```
|
| 37 |
-
Video Input
|
| 38 |
-
↓
|
| 39 |
-
┌─────────────────────────────────────┐
|
| 40 |
-
│ 1. Subtitle Extraction (Whisper) │
|
| 41 |
-
│ 2. Keyframe Generation │
|
| 42 |
-
│ 3. Black Bar Removal │
|
| 43 |
-
└─────────────────────────────────────┘
|
| 44 |
-
↓
|
| 45 |
-
┌─────────────────────────────────────┐
|
| 46 |
-
│ 4. AI Image Enhancement │
|
| 47 |
-
│ • Super Resolution │
|
| 48 |
-
│ • Noise Reduction │
|
| 49 |
-
│ • Color Enhancement │
|
| 50 |
-
│ • Sharpness Improvement │
|
| 51 |
-
└─────────────────────────────────────┘
|
| 52 |
-
↓
|
| 53 |
-
┌─────────────────────────────────────┐
|
| 54 |
-
│ 5. Comic Styling │
|
| 55 |
-
│ • Edge Detection │
|
| 56 |
-
│ • Color Quantization │
|
| 57 |
-
│ • Texture Addition │
|
| 58 |
-
└─────────────────────────────────────┘
|
| 59 |
-
↓
|
| 60 |
-
┌─────────────────────────────────────┐
|
| 61 |
-
│ 6. AI Layout Optimization │
|
| 62 |
-
│ • Content Analysis │
|
| 63 |
-
│ • Panel Arrangement │
|
| 64 |
-
│ • 2x2 Grid Layout │
|
| 65 |
-
└─────────────────────────────────────┘
|
| 66 |
-
↓
|
| 67 |
-
┌─────────────────────────────────────┐
|
| 68 |
-
│ 7. Smart Bubble Placement │
|
| 69 |
-
│ • Face Detection │
|
| 70 |
-
│ • Content Analysis │
|
| 71 |
-
│ • Position Scoring │
|
| 72 |
-
└─────────────────────────────────────┘
|
| 73 |
-
↓
|
| 74 |
-
┌─────────────────────────────────────┐
|
| 75 |
-
│ 8. Final Page Generation │
|
| 76 |
-
│ • JSON Output │
|
| 77 |
-
│ • HTML Template │
|
| 78 |
-
└─────────────────────────────────────┘
|
| 79 |
-
```
|
| 80 |
-
|
| 81 |
-
## 🛠️ Installation
|
| 82 |
-
|
| 83 |
-
### Prerequisites
|
| 84 |
-
- Python 3.8+
|
| 85 |
-
- CUDA-compatible GPU (optional, for acceleration)
|
| 86 |
-
|
| 87 |
-
### Setup
|
| 88 |
-
```bash
|
| 89 |
-
# Clone the repository
|
| 90 |
-
git clone <repository-url>
|
| 91 |
-
cd comic-generator
|
| 92 |
-
|
| 93 |
-
# Install enhanced requirements
|
| 94 |
-
pip install -r requirements_enhanced.txt
|
| 95 |
-
|
| 96 |
-
# For GPU acceleration (optional)
|
| 97 |
-
pip install torch torchvision --index-url https://download.pytorch.org/whl/cu118
|
| 98 |
-
```
|
| 99 |
-
|
| 100 |
-
## 🚀 Usage
|
| 101 |
-
|
| 102 |
-
### Basic Usage
|
| 103 |
-
```bash
|
| 104 |
-
# Run the enhanced application
|
| 105 |
-
python app_enhanced.py
|
| 106 |
-
```
|
| 107 |
-
|
| 108 |
-
### Environment Variables
|
| 109 |
-
```bash
|
| 110 |
-
# Enable AI enhancement (default: 1)
|
| 111 |
-
export AI_ENHANCED=1
|
| 112 |
-
|
| 113 |
-
# Enable high-quality processing (default: 1)
|
| 114 |
-
export HIGH_QUALITY=1
|
| 115 |
-
|
| 116 |
-
# Use GPU acceleration (if available)
|
| 117 |
-
export CUDA_VISIBLE_DEVICES=0
|
| 118 |
-
```
|
| 119 |
-
|
| 120 |
-
### Web Interface
|
| 121 |
-
1. Open `http://localhost:5000`
|
| 122 |
-
2. Upload a video file or provide a YouTube link
|
| 123 |
-
3. Wait for AI processing (typically 2-5 minutes)
|
| 124 |
-
4. View the generated comic in your browser
|
| 125 |
-
|
| 126 |
-
## 🔧 Technical Details
|
| 127 |
-
|
| 128 |
-
### AI Models Used
|
| 129 |
-
|
| 130 |
-
#### **Face Detection**
|
| 131 |
-
- **Primary**: MediaPipe Face Mesh (468 landmarks)
|
| 132 |
-
- **Fallback**: OpenCV DNN (YuNet model)
|
| 133 |
-
- **Accuracy**: 99%+ face detection rate
|
| 134 |
-
- **Features**: Lip position, face orientation, confidence scoring
|
| 135 |
-
|
| 136 |
-
#### **Image Enhancement**
|
| 137 |
-
- **Super Resolution**: Advanced upscaling with LANCZOS
|
| 138 |
-
- **Noise Reduction**: Bilateral + Non-local means + Wiener filtering
|
| 139 |
-
- **Color Enhancement**: LAB color space optimization
|
| 140 |
-
- **Sharpness**: Unsharp mask + edge enhancement
|
| 141 |
-
|
| 142 |
-
#### **Content Analysis**
|
| 143 |
-
- **Salient Regions**: Spectral residual saliency detection
|
| 144 |
-
- **Empty Areas**: Variance-based region detection
|
| 145 |
-
- **Edge Analysis**: Multi-scale Canny edge detection
|
| 146 |
-
- **Complexity Assessment**: Entropy-based image analysis
|
| 147 |
-
|
| 148 |
-
#### **Bubble Placement**
|
| 149 |
-
- **Candidate Generation**: Corner, edge, empty area positions
|
| 150 |
-
- **Scoring System**: Multi-factor evaluation (face avoidance, content, dialogue)
|
| 151 |
-
- **Position Optimization**: Gradient-based adjustment
|
| 152 |
-
- **Collision Prevention**: Rectangle overlap detection
|
| 153 |
-
|
| 154 |
-
### Quality Improvements
|
| 155 |
-
|
| 156 |
-
#### **Image Quality**
|
| 157 |
-
- **Resolution**: Up to 4x upscaling for small images
|
| 158 |
-
- **Color Depth**: 24-32 colors (adaptive based on complexity)
|
| 159 |
-
- **Noise Reduction**: 3-stage filtering pipeline
|
| 160 |
-
- **Sharpness**: Advanced edge preservation
|
| 161 |
-
|
| 162 |
-
#### **Comic Styling**
|
| 163 |
-
- **Edge Detection**: Multi-scale Canny + morphological operations
|
| 164 |
-
- **Color Quantization**: K-means clustering with optimal K selection
|
| 165 |
-
- **Smoothing**: Edge-preserving bilateral filtering
|
| 166 |
-
- **Texture**: Subtle halftone pattern addition
|
| 167 |
-
|
| 168 |
-
#### **Layout Optimization**
|
| 169 |
-
- **2x2 Grid**: Consistent panel arrangement
|
| 170 |
-
- **Content Analysis**: Face count, complexity, action detection
|
| 171 |
-
- **Panel Prioritization**: High-priority content placement
|
| 172 |
-
- **Responsive Design**: Adaptive to content characteristics
|
| 173 |
-
|
| 174 |
-
## 📊 Performance Metrics
|
| 175 |
-
|
| 176 |
-
### **Accuracy Improvements**
|
| 177 |
-
- **Face Detection**: 99% (vs 85% with dlib)
|
| 178 |
-
- **Bubble Placement**: 95% accuracy (vs 70% with old system)
|
| 179 |
-
- **Image Quality**: 4x improvement in resolution and clarity
|
| 180 |
-
- **Processing Speed**: 2-3x faster with GPU acceleration
|
| 181 |
-
|
| 182 |
-
### **Quality Metrics**
|
| 183 |
-
- **Color Fidelity**: 95% preservation
|
| 184 |
-
- **Edge Preservation**: 90% accuracy
|
| 185 |
-
- **Noise Reduction**: 80% improvement
|
| 186 |
-
- **Overall Quality**: 4.5/5 user rating
|
| 187 |
-
|
| 188 |
-
## 🔍 How It Works
|
| 189 |
-
|
| 190 |
-
### **1. Video Processing Pipeline**
|
| 191 |
-
```
|
| 192 |
-
Video → Keyframes → Enhancement → Styling → Layout → Bubbles → Output
|
| 193 |
-
```
|
| 194 |
-
|
| 195 |
-
### **2. AI Face Detection**
|
| 196 |
-
1. **MediaPipe Processing**: 468-point facial landmarks
|
| 197 |
-
2. **Lip Position**: Precise lip center calculation
|
| 198 |
-
3. **Face Orientation**: Eye angle calculation
|
| 199 |
-
4. **Confidence Scoring**: Quality assessment
|
| 200 |
-
|
| 201 |
-
### **3. Smart Bubble Placement**
|
| 202 |
-
1. **Content Analysis**: Detect salient regions, empty areas, busy areas
|
| 203 |
-
2. **Candidate Generation**: Generate position candidates
|
| 204 |
-
3. **Scoring**: Multi-factor evaluation
|
| 205 |
-
4. **Optimization**: Select best position with adjustments
|
| 206 |
-
|
| 207 |
-
### **4. Image Enhancement**
|
| 208 |
-
1. **Super Resolution**: Upscale small images
|
| 209 |
-
2. **Noise Reduction**: Multi-algorithm filtering
|
| 210 |
-
3. **Color Enhancement**: LAB space optimization
|
| 211 |
-
4. **Sharpness**: Edge-preserving enhancement
|
| 212 |
-
|
| 213 |
-
## 🎯 Use Cases
|
| 214 |
-
|
| 215 |
-
### **Content Creators**
|
| 216 |
-
- Convert YouTube videos to comics
|
| 217 |
-
- Create educational content
|
| 218 |
-
- Generate social media content
|
| 219 |
-
|
| 220 |
-
### **Educators**
|
| 221 |
-
- Visual learning materials
|
| 222 |
-
- Story-based teaching
|
| 223 |
-
- Interactive content
|
| 224 |
-
|
| 225 |
-
### **Entertainment**
|
| 226 |
-
- Movie scene comics
|
| 227 |
-
- TV show highlights
|
| 228 |
-
- Personal video memories
|
| 229 |
-
|
| 230 |
-
## 🔧 Configuration
|
| 231 |
-
|
| 232 |
-
### **Quality Settings**
|
| 233 |
-
```python
|
| 234 |
-
# High quality mode
|
| 235 |
-
HIGH_QUALITY=1 # Enable all enhancements
|
| 236 |
-
|
| 237 |
-
# AI enhancement mode
|
| 238 |
-
AI_ENHANCED=1 # Use AI models
|
| 239 |
-
|
| 240 |
-
# GPU acceleration
|
| 241 |
-
CUDA_VISIBLE_DEVICES=0 # Use GPU 0
|
| 242 |
-
```
|
| 243 |
-
|
| 244 |
-
### **Customization**
|
| 245 |
-
```python
|
| 246 |
-
# Adjust bubble placement parameters
|
| 247 |
-
BUBBLE_WIDTH=200
|
| 248 |
-
BUBBLE_HEIGHT=94
|
| 249 |
-
MIN_DISTANCE_FROM_FACE=80
|
| 250 |
-
|
| 251 |
-
# Modify image enhancement
|
| 252 |
-
SUPER_RESOLUTION_FACTOR=2
|
| 253 |
-
NOISE_REDUCTION_STRENGTH=0.8
|
| 254 |
-
COLOR_ENHANCEMENT_FACTOR=1.2
|
| 255 |
-
```
|
| 256 |
-
|
| 257 |
-
## 🐛 Troubleshooting
|
| 258 |
-
|
| 259 |
-
### **Common Issues**
|
| 260 |
-
|
| 261 |
-
#### **Face Detection Fails**
|
| 262 |
-
```bash
|
| 263 |
-
# Check MediaPipe installation
|
| 264 |
-
pip install mediapipe==0.10.7
|
| 265 |
-
|
| 266 |
-
# Verify camera permissions
|
| 267 |
-
# Ensure good lighting in video
|
| 268 |
-
```
|
| 269 |
-
|
| 270 |
-
#### **Low Quality Output**
|
| 271 |
-
```bash
|
| 272 |
-
# Enable high-quality mode
|
| 273 |
-
export HIGH_QUALITY=1
|
| 274 |
-
|
| 275 |
-
# Check GPU availability
|
| 276 |
-
nvidia-smi
|
| 277 |
-
|
| 278 |
-
# Increase processing time
|
| 279 |
-
export AI_ENHANCED=1
|
| 280 |
-
```
|
| 281 |
-
|
| 282 |
-
#### **Slow Processing**
|
| 283 |
-
```bash
|
| 284 |
-
# Use GPU acceleration
|
| 285 |
-
pip install torch torchvision --index-url https://download.pytorch.org/whl/cu118
|
| 286 |
-
|
| 287 |
-
# Reduce quality for speed
|
| 288 |
-
export HIGH_QUALITY=0
|
| 289 |
-
```
|
| 290 |
-
|
| 291 |
-
## 📈 Future Enhancements
|
| 292 |
-
|
| 293 |
-
### **Planned Features**
|
| 294 |
-
- **Style Transfer**: Neural style transfer for custom comic styles
|
| 295 |
-
- **Voice Recognition**: Automatic dialogue extraction
|
| 296 |
-
- **Multi-language Support**: International subtitle processing
|
| 297 |
-
- **Batch Processing**: Multiple video processing
|
| 298 |
-
- **Cloud Integration**: AWS/Google Cloud deployment
|
| 299 |
-
|
| 300 |
-
### **AI Model Upgrades**
|
| 301 |
-
- **Better Face Detection**: YOLO-based detection
|
| 302 |
-
- **Emotion Recognition**: Facial expression analysis
|
| 303 |
-
- **Scene Understanding**: Deep learning scene classification
|
| 304 |
-
- **Text Recognition**: OCR for existing text
|
| 305 |
-
|
| 306 |
-
## 🤝 Contributing
|
| 307 |
-
|
| 308 |
-
### **Development Setup**
|
| 309 |
-
```bash
|
| 310 |
-
# Clone repository
|
| 311 |
-
git clone <repository-url>
|
| 312 |
-
cd comic-generator
|
| 313 |
-
|
| 314 |
-
# Install development dependencies
|
| 315 |
-
pip install -r requirements_enhanced.txt
|
| 316 |
-
pip install pytest black flake8
|
| 317 |
-
|
| 318 |
-
# Run tests
|
| 319 |
-
pytest tests/
|
| 320 |
-
|
| 321 |
-
# Format code
|
| 322 |
-
black backend/
|
| 323 |
-
```
|
| 324 |
-
|
| 325 |
-
### **Code Structure**
|
| 326 |
-
```
|
| 327 |
-
comic-generator/
|
| 328 |
-
├── app_enhanced.py # Main application
|
| 329 |
-
├── backend/
|
| 330 |
-
│ ├── ai_enhanced_core.py # AI core system
|
| 331 |
-
│ ├── ai_bubble_placement.py # Smart bubble placement
|
| 332 |
-
│ ├── speech_bubble/ # Legacy bubble system
|
| 333 |
-
│ ├── panel_layout/ # Layout generation
|
| 334 |
-
│ └── utils.py # Utilities
|
| 335 |
-
├── templates/ # HTML templates
|
| 336 |
-
├── static/ # CSS/JS files
|
| 337 |
-
└── output/ # Generated comics
|
| 338 |
-
```
|
| 339 |
-
|
| 340 |
-
## 📄 License
|
| 341 |
-
|
| 342 |
-
This project is licensed under the MIT License - see the LICENSE file for details.
|
| 343 |
-
|
| 344 |
-
## 🙏 Acknowledgments
|
| 345 |
-
|
| 346 |
-
- **MediaPipe**: Advanced face detection
|
| 347 |
-
- **OpenCV**: Computer vision algorithms
|
| 348 |
-
- **PyTorch**: Deep learning framework
|
| 349 |
-
- **Transformers**: NLP models
|
| 350 |
-
- **Pillow**: Image processing
|
| 351 |
-
|
| 352 |
---
|
| 353 |
|
| 354 |
-
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
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|
| 10 |
---
|
| 11 |
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
README_FULL_STORY.md
CHANGED
|
@@ -1,150 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
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| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- **Action**: Movement, battles, escapes
|
| 14 |
-
- **Emotions**: Joy, sadness, anger, fear
|
| 15 |
-
- **Climax**: Peak moments, critical turning points
|
| 16 |
-
- **Resolution**: Endings, conclusions, peace
|
| 17 |
-
|
| 18 |
-
### 2. **Smart Panel Selection**
|
| 19 |
-
Instead of taking every frame, it:
|
| 20 |
-
- Scores each subtitle based on story importance
|
| 21 |
-
- Ensures coverage of all story phases
|
| 22 |
-
- Maintains proper spacing between selected moments
|
| 23 |
-
- Targets 10-15 panels for optimal storytelling
|
| 24 |
-
|
| 25 |
-
### 3. **Adaptive Layout**
|
| 26 |
-
Based on panel count:
|
| 27 |
-
- **≤4 panels**: Single page, 2x2 grid
|
| 28 |
-
- **≤6 panels**: Single page, 2x3 grid
|
| 29 |
-
- **≤9 panels**: Single page, 3x3 grid
|
| 30 |
-
- **≤12 panels**: Two pages, 2x3 grid each
|
| 31 |
-
- **>12 panels**: Multiple pages with varied layouts
|
| 32 |
-
|
| 33 |
-
## 📊 Example Story Extraction
|
| 34 |
-
|
| 35 |
-
**Input Video**: 10-minute dialogue with 200 subtitles
|
| 36 |
-
|
| 37 |
-
**Smart Extraction Results**:
|
| 38 |
-
1. Opening scene - "Hello, my name is..."
|
| 39 |
-
2. Character meeting - "Nice to meet you"
|
| 40 |
-
3. Problem introduction - "But there's a problem..."
|
| 41 |
-
4. First conflict - "We need to act fast!"
|
| 42 |
-
5. Action sequence - "Run! They're coming!"
|
| 43 |
-
6. Emotional moment - "I'm scared..."
|
| 44 |
-
7. Plan formation - "Here's what we'll do"
|
| 45 |
-
8. Climax buildup - "This is our only chance"
|
| 46 |
-
9. Peak action - "Now! Do it now!"
|
| 47 |
-
10. Resolution - "We did it!"
|
| 48 |
-
11. Emotional resolution - "I'm so happy"
|
| 49 |
-
12. Closing - "Thank you, goodbye"
|
| 50 |
-
|
| 51 |
-
## 🚀 Usage
|
| 52 |
-
|
| 53 |
-
The system now automatically:
|
| 54 |
-
|
| 55 |
-
1. **Analyzes Story Structure**
|
| 56 |
-
- Reads all subtitles
|
| 57 |
-
- Scores each moment
|
| 58 |
-
- Identifies key story beats
|
| 59 |
-
|
| 60 |
-
2. **Selects Meaningful Frames**
|
| 61 |
-
- Picks 10-15 most important moments
|
| 62 |
-
- Ensures story flow
|
| 63 |
-
- Avoids repetitive content
|
| 64 |
-
|
| 65 |
-
3. **Generates Adaptive Layout**
|
| 66 |
-
- Creates appropriate page layout
|
| 67 |
-
- Distributes panels evenly
|
| 68 |
-
- Maintains visual balance
|
| 69 |
-
|
| 70 |
-
## 📈 Benefits
|
| 71 |
-
|
| 72 |
-
### Before (4 Panel System):
|
| 73 |
-
- ❌ Missed important story moments
|
| 74 |
-
- ❌ Abrupt story jumps
|
| 75 |
-
- ❌ Limited narrative depth
|
| 76 |
-
- ❌ Fixed 2x2 layout only
|
| 77 |
-
|
| 78 |
-
### Now (10-15 Panel System):
|
| 79 |
-
- ✅ Complete story arc
|
| 80 |
-
- ✅ Smooth narrative flow
|
| 81 |
-
- ✅ All key moments captured
|
| 82 |
-
- ✅ Flexible adaptive layouts
|
| 83 |
-
- ✅ Better character development
|
| 84 |
-
- ✅ Emotional journey preserved
|
| 85 |
-
|
| 86 |
-
## 🎨 Layout Examples
|
| 87 |
-
|
| 88 |
-
### 6 Panel Layout (2x3)
|
| 89 |
-
```
|
| 90 |
-
[Panel 1] [Panel 2] [Panel 3]
|
| 91 |
-
[Panel 4] [Panel 5] [Panel 6]
|
| 92 |
-
```
|
| 93 |
-
|
| 94 |
-
### 9 Panel Layout (3x3)
|
| 95 |
-
```
|
| 96 |
-
[Panel 1] [Panel 2] [Panel 3]
|
| 97 |
-
[Panel 4] [Panel 5] [Panel 6]
|
| 98 |
-
[Panel 7] [Panel 8] [Panel 9]
|
| 99 |
-
```
|
| 100 |
-
|
| 101 |
-
### 12 Panel Layout (2 pages, 2x3 each)
|
| 102 |
-
```
|
| 103 |
-
Page 1:
|
| 104 |
-
[Panel 1] [Panel 2] [Panel 3]
|
| 105 |
-
[Panel 4] [Panel 5] [Panel 6]
|
| 106 |
-
|
| 107 |
-
Page 2:
|
| 108 |
-
[Panel 7] [Panel 8] [Panel 9]
|
| 109 |
-
[Panel 10][Panel 11][Panel 12]
|
| 110 |
-
```
|
| 111 |
-
|
| 112 |
-
## 🔧 Technical Details
|
| 113 |
-
|
| 114 |
-
### Story Scoring Algorithm:
|
| 115 |
-
- **Length**: Longer dialogues = higher importance
|
| 116 |
-
- **Position**: Intro/ending get bonus points
|
| 117 |
-
- **Keywords**: Action/emotion words boost score
|
| 118 |
-
- **Punctuation**: Questions/exclamations = important
|
| 119 |
-
- **Character Names**: Dialogue with names prioritized
|
| 120 |
-
|
| 121 |
-
### Frame Selection:
|
| 122 |
-
- Minimum spacing between panels
|
| 123 |
-
- Guaranteed intro and conclusion
|
| 124 |
-
- Even distribution across story
|
| 125 |
-
- Fallback to even sampling if needed
|
| 126 |
-
|
| 127 |
-
## 💡 Tips for Best Results
|
| 128 |
-
|
| 129 |
-
1. **Good Audio**: Clear dialogue improves subtitle extraction
|
| 130 |
-
2. **Story Videos**: Works best with narrative content
|
| 131 |
-
3. **Dialogue Heavy**: More dialogue = better story extraction
|
| 132 |
-
4. **Emotional Variety**: Videos with varied emotions work great
|
| 133 |
-
|
| 134 |
-
## 🎯 Result
|
| 135 |
-
|
| 136 |
-
You get a complete comic that tells the full story in 10-15 well-chosen panels, maintaining narrative flow while keeping it concise and engaging!
|
| 137 |
-
|
| 138 |
-
### Output Structure:
|
| 139 |
-
```
|
| 140 |
-
output/
|
| 141 |
-
├── page.html # Full comic with all panels
|
| 142 |
-
├── pages.json # Comic data
|
| 143 |
-
├── panels/ # Individual 640x800 panels
|
| 144 |
-
│ ├── panel_001_p1_1.jpg
|
| 145 |
-
│ ├── panel_002_p1_2.jpg
|
| 146 |
-
│ └── ...
|
| 147 |
-
└── smart_comic_viewer.html # If smart mode enabled
|
| 148 |
-
```
|
| 149 |
-
|
| 150 |
-
The system now creates comics that truly capture the essence of your video's story!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
README_LIGHTWEIGHT_AI.md
CHANGED
|
@@ -1,231 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
- **Memory Efficient**: Uses only 1-2GB VRAM for 4x upscaling
|
| 11 |
-
- **Tile Processing**: Processes images in 256x256 tiles
|
| 12 |
-
- **FP16 Precision**: Half-precision computations for 2x memory savings
|
| 13 |
-
- **Smart Fallback**: Gracefully handles OOM with CPU fallback
|
| 14 |
-
|
| 15 |
-
### **Quality Enhancement:**
|
| 16 |
-
- **4x Super Resolution**: AI-enhanced upscaling with excellent quality
|
| 17 |
-
- **Face Enhancement**: Specialized face improvement without heavy models
|
| 18 |
-
- **Color Correction**: Advanced LAB color space processing
|
| 19 |
-
- **Noise Reduction**: Multi-stage denoising pipeline
|
| 20 |
-
|
| 21 |
-
### **Performance:**
|
| 22 |
-
- **Fast Processing**: ~2-3 seconds for 512x512 → 2048x2048
|
| 23 |
-
- **Batch Support**: Process multiple images efficiently
|
| 24 |
-
- **GPU Acceleration**: Optimized for RTX 3050/3060 laptop GPUs
|
| 25 |
-
- **Low Overhead**: Minimal memory footprint
|
| 26 |
-
|
| 27 |
-
## 🛠️ Installation
|
| 28 |
-
|
| 29 |
-
### **Quick Install (Recommended):**
|
| 30 |
-
```bash
|
| 31 |
-
# Run the lightweight installation script
|
| 32 |
-
chmod +x install_lightweight.sh
|
| 33 |
-
./install_lightweight.sh
|
| 34 |
-
```
|
| 35 |
-
|
| 36 |
-
### **Manual Install:**
|
| 37 |
-
```bash
|
| 38 |
-
# Create virtual environment
|
| 39 |
-
python3 -m venv venv_lightweight
|
| 40 |
-
source venv_lightweight/bin/activate
|
| 41 |
-
|
| 42 |
-
# Install PyTorch (lightweight)
|
| 43 |
-
pip install torch==2.1.0 torchvision==0.16.0 --index-url https://download.pytorch.org/whl/cu118
|
| 44 |
-
|
| 45 |
-
# Install minimal requirements
|
| 46 |
-
pip install Flask==2.3.3 Pillow==10.0.1 opencv-python==4.8.1.78
|
| 47 |
-
pip install numpy==1.24.3 tqdm==4.66.1 scipy==1.11.3
|
| 48 |
-
```
|
| 49 |
-
|
| 50 |
-
## 🚀 Usage
|
| 51 |
-
|
| 52 |
-
### **1. Basic Usage:**
|
| 53 |
-
```python
|
| 54 |
-
from backend.lightweight_ai_enhancer import get_lightweight_enhancer
|
| 55 |
-
|
| 56 |
-
# Get enhancer instance
|
| 57 |
-
enhancer = get_lightweight_enhancer()
|
| 58 |
-
|
| 59 |
-
# Enhance single image
|
| 60 |
-
result = enhancer.enhance_image_pipeline('input.jpg', 'output.jpg')
|
| 61 |
-
```
|
| 62 |
-
|
| 63 |
-
### **2. With Advanced Image Enhancer:**
|
| 64 |
-
```python
|
| 65 |
-
from backend.advanced_image_enhancer import AdvancedImageEnhancer
|
| 66 |
-
|
| 67 |
-
# Automatically detects <4GB VRAM and uses lightweight mode
|
| 68 |
-
enhancer = AdvancedImageEnhancer()
|
| 69 |
-
|
| 70 |
-
# Process image
|
| 71 |
-
result = enhancer.enhance_image('input.jpg', 'output.jpg')
|
| 72 |
-
```
|
| 73 |
-
|
| 74 |
-
### **3. Batch Processing:**
|
| 75 |
-
```python
|
| 76 |
-
# Process multiple images
|
| 77 |
-
images = ['img1.jpg', 'img2.jpg', 'img3.jpg']
|
| 78 |
-
results = enhancer.enhance_batch(images, output_dir='enhanced/')
|
| 79 |
-
```
|
| 80 |
-
|
| 81 |
-
## 📊 Performance Comparison
|
| 82 |
-
|
| 83 |
-
### **RTX 3050 Laptop (4GB VRAM):**
|
| 84 |
-
| Method | Input | Output | Time | VRAM | Quality |
|
| 85 |
-
|--------|-------|--------|------|------|---------|
|
| 86 |
-
| Lightweight AI | 512x512 | 2048x2048 | 2.5s | 1.5GB | ⭐⭐⭐⭐ |
|
| 87 |
-
| Traditional | 512x512 | 2048x2048 | 0.5s | 0.2GB | ⭐⭐ |
|
| 88 |
-
| Full Real-ESRGAN | 512x512 | 2048x2048 | OOM | >4GB | ⭐⭐⭐⭐⭐ |
|
| 89 |
-
|
| 90 |
-
### **Quality Features:**
|
| 91 |
-
- **Resolution**: True 4x upscaling (not just interpolation)
|
| 92 |
-
- **Detail Enhancement**: Recovers fine details and textures
|
| 93 |
-
- **Face Quality**: Specialized face enhancement
|
| 94 |
-
- **Artifact Reduction**: Removes compression artifacts
|
| 95 |
-
- **Color Fidelity**: Preserves and enhances colors
|
| 96 |
-
|
| 97 |
-
## 🔧 Architecture
|
| 98 |
-
|
| 99 |
-
### **Lightweight ESRGAN:**
|
| 100 |
-
```python
|
| 101 |
-
# Reduced architecture for low VRAM
|
| 102 |
-
- Feature channels: 32 (vs 64 in full model)
|
| 103 |
-
- Residual blocks: 16 (vs 23 in full model)
|
| 104 |
-
- Tile size: 256x256 with 16px overlap
|
| 105 |
-
- FP16 inference for GPU
|
| 106 |
-
```
|
| 107 |
-
|
| 108 |
-
### **Memory Management:**
|
| 109 |
-
```python
|
| 110 |
-
# Automatic VRAM optimization
|
| 111 |
-
- Memory fraction: 70% of available VRAM
|
| 112 |
-
- Tile-based processing
|
| 113 |
-
- Automatic garbage collection
|
| 114 |
-
- GPU cache clearing after each batch
|
| 115 |
-
```
|
| 116 |
-
|
| 117 |
-
### **Processing Pipeline:**
|
| 118 |
-
1. **Input Analysis**: Detect content type and complexity
|
| 119 |
-
2. **Tile Extraction**: Split into overlapping tiles
|
| 120 |
-
3. **AI Enhancement**: Process each tile with neural network
|
| 121 |
-
4. **Tile Merging**: Seamlessly blend enhanced tiles
|
| 122 |
-
5. **Face Enhancement**: Detect and enhance faces
|
| 123 |
-
6. **Color Correction**: Final color and contrast adjustment
|
| 124 |
-
|
| 125 |
-
## 🎨 Example Results
|
| 126 |
-
|
| 127 |
-
### **Comic/Manga Enhancement:**
|
| 128 |
-
- Preserves line art quality
|
| 129 |
-
- Enhances text readability
|
| 130 |
-
- Reduces JPEG artifacts
|
| 131 |
-
- Maintains artistic style
|
| 132 |
-
|
| 133 |
-
### **Photo Enhancement:**
|
| 134 |
-
- Natural detail enhancement
|
| 135 |
-
- Improved face quality
|
| 136 |
-
- Better color vibrancy
|
| 137 |
-
- Reduced noise
|
| 138 |
-
|
| 139 |
-
## 🐛 Troubleshooting
|
| 140 |
-
|
| 141 |
-
### **Out of Memory (OOM):**
|
| 142 |
-
```python
|
| 143 |
-
# Reduce tile size
|
| 144 |
-
enhancer.tile_size = 128 # Smaller tiles
|
| 145 |
-
|
| 146 |
-
# Use CPU fallback
|
| 147 |
-
enhancer.device = torch.device('cpu')
|
| 148 |
-
```
|
| 149 |
-
|
| 150 |
-
### **Slow Performance:**
|
| 151 |
-
```bash
|
| 152 |
-
# Check GPU utilization
|
| 153 |
-
nvidia-smi
|
| 154 |
-
|
| 155 |
-
# Ensure CUDA is working
|
| 156 |
-
python -c "import torch; print(torch.cuda.is_available())"
|
| 157 |
-
```
|
| 158 |
-
|
| 159 |
-
### **Quality Issues:**
|
| 160 |
-
```python
|
| 161 |
-
# Adjust enhancement parameters
|
| 162 |
-
enhancer.use_fp16 = False # Full precision
|
| 163 |
-
enhancer.tile_size = 384 # Larger tiles
|
| 164 |
-
```
|
| 165 |
-
|
| 166 |
-
## 📈 Advanced Configuration
|
| 167 |
-
|
| 168 |
-
### **Environment Variables:**
|
| 169 |
-
```bash
|
| 170 |
-
# Force lightweight mode
|
| 171 |
-
export USE_LIGHTWEIGHT=1
|
| 172 |
-
|
| 173 |
-
# Adjust memory usage
|
| 174 |
-
export CUDA_MEMORY_FRACTION=0.7
|
| 175 |
-
|
| 176 |
-
# Disable face enhancement
|
| 177 |
-
export ENHANCE_FACES=0
|
| 178 |
-
```
|
| 179 |
-
|
| 180 |
-
### **Custom Settings:**
|
| 181 |
-
```python
|
| 182 |
-
enhancer = LightweightEnhancer()
|
| 183 |
-
|
| 184 |
-
# Adjust for your GPU
|
| 185 |
-
enhancer.tile_size = 384 # For 6GB VRAM
|
| 186 |
-
enhancer.use_fp16 = True # Memory saving
|
| 187 |
-
enhancer.vram_fraction = 0.8 # Use 80% VRAM
|
| 188 |
-
```
|
| 189 |
-
|
| 190 |
-
## 🚀 Tips for Best Results
|
| 191 |
-
|
| 192 |
-
### **For Comics/Manga:**
|
| 193 |
-
1. Use the anime detection feature
|
| 194 |
-
2. Enable edge preservation
|
| 195 |
-
3. Keep original resolution reasonable
|
| 196 |
-
|
| 197 |
-
### **For Photos:**
|
| 198 |
-
1. Enable face enhancement
|
| 199 |
-
2. Use color correction
|
| 200 |
-
3. Process in good lighting conditions
|
| 201 |
-
|
| 202 |
-
### **For Speed:**
|
| 203 |
-
1. Use smaller tile sizes
|
| 204 |
-
2. Enable FP16 mode
|
| 205 |
-
3. Process images in batches
|
| 206 |
-
|
| 207 |
-
## 📝 Technical Details
|
| 208 |
-
|
| 209 |
-
### **Neural Network Architecture:**
|
| 210 |
-
- Modified RRDB (Residual in Residual Dense Block)
|
| 211 |
-
- Optimized for memory efficiency
|
| 212 |
-
- Trained on diverse image datasets
|
| 213 |
-
- Supports both natural and artistic images
|
| 214 |
-
|
| 215 |
-
### **Optimizations:**
|
| 216 |
-
- PyTorch JIT compilation
|
| 217 |
-
- CUDA kernel fusion
|
| 218 |
-
- Efficient memory allocation
|
| 219 |
-
- Automatic mixed precision
|
| 220 |
-
|
| 221 |
-
## 🔮 Future Improvements
|
| 222 |
-
|
| 223 |
-
1. **Model Compression**: Further reduce model size
|
| 224 |
-
2. **Dynamic Tiling**: Adaptive tile size based on content
|
| 225 |
-
3. **Multi-GPU Support**: Distribute across multiple GPUs
|
| 226 |
-
4. **ONNX Export**: For faster inference
|
| 227 |
-
5. **WebGL Support**: Browser-based enhancement
|
| 228 |
-
|
| 229 |
---
|
| 230 |
|
| 231 |
-
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
|
|
|
|
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|
|
| 10 |
---
|
| 11 |
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
README_SMART_COMIC.md
CHANGED
|
@@ -1,114 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
Navigate to `http://localhost:5000`
|
| 14 |
-
|
| 15 |
-
### 3. Upload Video or Paste Link
|
| 16 |
-
- Click the upload button to select a video file
|
| 17 |
-
- OR click the link button to paste a YouTube URL
|
| 18 |
-
|
| 19 |
-
### 4. Enable Smart Comic Options
|
| 20 |
-
You'll see two checkboxes:
|
| 21 |
-
- **☑️ Smart Mode**: Creates a 10-15 panel summary instead of full comic
|
| 22 |
-
- **☑️ Match facial expressions**: Matches character emotions with dialogue
|
| 23 |
-
|
| 24 |
-
### 5. Click Submit
|
| 25 |
-
The app will:
|
| 26 |
-
1. Extract audio and generate real subtitles
|
| 27 |
-
2. Analyze the story structure
|
| 28 |
-
3. Identify key moments (intro, conflict, climax, resolution)
|
| 29 |
-
4. Match facial expressions with dialogue emotions
|
| 30 |
-
5. Create a condensed comic with emotion-styled speech bubbles
|
| 31 |
-
|
| 32 |
-
## 🎨 Features
|
| 33 |
-
|
| 34 |
-
### Smart Story Summarization
|
| 35 |
-
- Automatically identifies key story moments
|
| 36 |
-
- Reduces hours of video to 10-15 essential panels
|
| 37 |
-
- Maintains narrative flow and coherence
|
| 38 |
-
- Prioritizes emotional peaks and turning points
|
| 39 |
-
|
| 40 |
-
### Emotion Matching
|
| 41 |
-
- Analyzes facial expressions in each frame
|
| 42 |
-
- Analyzes emotions in dialogue text
|
| 43 |
-
- Finds frames where face matches dialogue mood
|
| 44 |
-
- Styles speech bubbles based on emotion:
|
| 45 |
-
- 😊 Happy: Green border, bouncing animation
|
| 46 |
-
- 😢 Sad: Blue border, drooping effect
|
| 47 |
-
- 😠 Angry: Red jagged border, larger text
|
| 48 |
-
- 😲 Surprised: Orange burst shape
|
| 49 |
-
- 😐 Neutral: Standard black border
|
| 50 |
-
|
| 51 |
-
### Intelligent Panel Selection
|
| 52 |
-
- Always includes introduction and conclusion
|
| 53 |
-
- Finds story turning points (but, however, suddenly)
|
| 54 |
-
- Identifies emotional peaks
|
| 55 |
-
- Detects action moments
|
| 56 |
-
- Ensures even distribution across story
|
| 57 |
-
|
| 58 |
-
## 📁 Output Files
|
| 59 |
-
|
| 60 |
-
After generation, you'll find:
|
| 61 |
-
- `output/page.html` - Regular comic (all panels)
|
| 62 |
-
- `output/smart_comic_viewer.html` - Smart comic summary
|
| 63 |
-
- `output/emotion_comic.json` - Comic data with emotion analysis
|
| 64 |
-
|
| 65 |
-
## 🎯 Example Results
|
| 66 |
-
|
| 67 |
-
**Input**: 30-minute video with 500+ subtitles
|
| 68 |
-
**Output**: 12-panel comic showing:
|
| 69 |
-
- Opening scene with character introduction
|
| 70 |
-
- First conflict moment
|
| 71 |
-
- Rising tension scenes
|
| 72 |
-
- Climactic confrontation
|
| 73 |
-
- Resolution and ending
|
| 74 |
-
|
| 75 |
-
Each panel has:
|
| 76 |
-
- Carefully selected frame matching the dialogue emotion
|
| 77 |
-
- Emotion-styled speech bubble
|
| 78 |
-
- Key dialogue that drives the story forward
|
| 79 |
-
|
| 80 |
-
## 🛠️ Technical Details
|
| 81 |
-
|
| 82 |
-
The smart comic generation uses:
|
| 83 |
-
- **Facial Expression Analysis**: OpenCV cascades for face/smile detection
|
| 84 |
-
- **Text Emotion Analysis**: Keyword and punctuation analysis
|
| 85 |
-
- **Story Structure Detection**: Identifies narrative phases
|
| 86 |
-
- **Importance Scoring**: Rates each moment's significance
|
| 87 |
-
- **Emotion Matching**: Calculates match scores between face and text
|
| 88 |
-
|
| 89 |
-
## 💡 Tips
|
| 90 |
-
|
| 91 |
-
1. **For Best Results**:
|
| 92 |
-
- Use videos with clear dialogue
|
| 93 |
-
- Ensure faces are visible in most scenes
|
| 94 |
-
- Videos with emotional variety work best
|
| 95 |
-
|
| 96 |
-
2. **Customization**:
|
| 97 |
-
- Uncheck "Smart Mode" for full comic
|
| 98 |
-
- Uncheck "Match expressions" for faster processing
|
| 99 |
-
- Both options can be used independently
|
| 100 |
-
|
| 101 |
-
3. **Performance**:
|
| 102 |
-
- Smart mode is faster (fewer panels to process)
|
| 103 |
-
- Emotion matching adds ~10-15 seconds
|
| 104 |
-
- Total time: 2-5 minutes for most videos
|
| 105 |
-
|
| 106 |
-
## 🎉 Benefits
|
| 107 |
-
|
| 108 |
-
- **Time Saving**: Get the story essence without reading hundreds of panels
|
| 109 |
-
- **Better Storytelling**: Key moments are preserved and highlighted
|
| 110 |
-
- **Emotional Consistency**: Faces match the dialogue mood
|
| 111 |
-
- **Visual Impact**: Emotion styling makes comics more expressive
|
| 112 |
-
- **Automated**: No manual selection or editing needed
|
| 113 |
-
|
| 114 |
-
The smart comic feature transforms long videos into concise, emotionally-resonant visual stories!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
|
README_WEB_INTERFACE.md
CHANGED
|
@@ -1,232 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
```bash
|
| 14 |
-
python3 app_enhanced.py
|
| 15 |
-
```
|
| 16 |
-
|
| 17 |
-
### Method 3: Manual Comic Generation
|
| 18 |
-
```bash
|
| 19 |
-
python3 generate_comic_manual.py
|
| 20 |
-
```
|
| 21 |
-
|
| 22 |
-
## 🌐 Web Interface Features
|
| 23 |
-
|
| 24 |
-
### **Upload Methods**
|
| 25 |
-
- **📁 File Upload**: Upload MP4 videos directly from your computer
|
| 26 |
-
- **🔗 YouTube Links**: Paste YouTube URLs to download and process videos
|
| 27 |
-
|
| 28 |
-
### **AI-Enhanced Processing**
|
| 29 |
-
- **🎯 High-Quality Keyframes**: Intelligent frame extraction using PyTorch
|
| 30 |
-
- **✨ Image Enhancement**: Multi-stage quality improvement
|
| 31 |
-
- **🎨 Comic Styling**: Modern comic art transformation
|
| 32 |
-
- **👤 Face Detection**: Advanced face and lip detection
|
| 33 |
-
- **💬 Smart Bubbles**: AI-powered speech bubble placement
|
| 34 |
-
- **📐 Optimized Layout**: 2x2 grid layout with content analysis
|
| 35 |
-
|
| 36 |
-
## 📋 How to Use the Web Interface
|
| 37 |
-
|
| 38 |
-
### **Step 1: Start the Server**
|
| 39 |
-
```bash
|
| 40 |
-
python3 run_web_interface.py
|
| 41 |
-
```
|
| 42 |
-
|
| 43 |
-
### **Step 2: Access the Interface**
|
| 44 |
-
- Open your browser and go to: `http://localhost:5000`
|
| 45 |
-
- The interface will automatically open in your default browser
|
| 46 |
-
|
| 47 |
-
### **Step 3: Upload Your Video**
|
| 48 |
-
1. **For Local Files**: Click the "Upload Video" button and select an MP4 file
|
| 49 |
-
2. **For YouTube**: Click "Enter Link" and paste a YouTube URL
|
| 50 |
-
|
| 51 |
-
### **Step 4: Generate Comic**
|
| 52 |
-
- Click the "Submit" button
|
| 53 |
-
- Watch the progress in the terminal
|
| 54 |
-
- The comic will automatically open in your browser when complete
|
| 55 |
-
|
| 56 |
-
## 🎯 What You Get
|
| 57 |
-
|
| 58 |
-
### **Output Files**
|
| 59 |
-
- **📄 Comic HTML**: `/output/page.html` - Viewable comic with speech bubbles
|
| 60 |
-
- **🖼️ Enhanced Frames**: `/frames/final/` - High-quality processed images
|
| 61 |
-
- **📊 JSON Data**: `/output/pages.json` - Comic structure data
|
| 62 |
-
|
| 63 |
-
### **Features**
|
| 64 |
-
- **2x2 Grid Layout**: 4 panels per page in a clean grid
|
| 65 |
-
- **Speech Bubbles**: AI-placed dialogue bubbles avoiding faces
|
| 66 |
-
- **High Quality**: Enhanced images with comic styling
|
| 67 |
-
- **Responsive Design**: Works on desktop and mobile
|
| 68 |
-
|
| 69 |
-
## 🔧 Technical Details
|
| 70 |
-
|
| 71 |
-
### **AI Models Used**
|
| 72 |
-
- **Face Detection**: MediaPipe (with OpenCV fallback)
|
| 73 |
-
- **Image Enhancement**: Multi-stage processing pipeline
|
| 74 |
-
- **Layout Optimization**: Content-aware panel arrangement
|
| 75 |
-
- **Bubble Placement**: Salient region analysis
|
| 76 |
-
|
| 77 |
-
### **Processing Pipeline**
|
| 78 |
-
1. **Video Processing**: Extract keyframes using PyTorch
|
| 79 |
-
2. **Black Bar Removal**: Automatic detection and cropping
|
| 80 |
-
3. **Image Enhancement**: Quality improvement and noise reduction
|
| 81 |
-
4. **Comic Styling**: Artistic transformation
|
| 82 |
-
5. **Face Detection**: Locate faces and lips
|
| 83 |
-
6. **Bubble Placement**: Smart positioning avoiding faces
|
| 84 |
-
7. **Layout Generation**: 2x2 grid with content analysis
|
| 85 |
-
8. **Output Creation**: HTML comic with embedded images
|
| 86 |
-
|
| 87 |
-
## 🛠️ Installation & Dependencies
|
| 88 |
-
|
| 89 |
-
### **Required Packages**
|
| 90 |
-
```bash
|
| 91 |
-
pip install flask yt-dlp opencv-python pillow numpy torch torchvision transformers mediapipe scikit-image scipy matplotlib nltk textblob imageio imageio-ffmpeg tqdm requests urllib3 srt --break-system-packages
|
| 92 |
-
```
|
| 93 |
-
|
| 94 |
-
### **System Requirements**
|
| 95 |
-
- **Python**: 3.8+
|
| 96 |
-
- **Memory**: 4GB+ RAM recommended
|
| 97 |
-
- **Storage**: 2GB+ free space
|
| 98 |
-
- **GPU**: Optional (CUDA support for faster processing)
|
| 99 |
-
|
| 100 |
-
## 📁 File Structure
|
| 101 |
-
|
| 102 |
-
```
|
| 103 |
-
comic-generator/
|
| 104 |
-
├── app_enhanced.py # Main Flask application
|
| 105 |
-
├── run_web_interface.py # Web interface runner
|
| 106 |
-
├── generate_comic_manual.py # Direct comic generation
|
| 107 |
-
├── templates/
|
| 108 |
-
│ └── index.html # Web interface template
|
| 109 |
-
├── static/
|
| 110 |
-
│ ├── styles.css # CSS styles
|
| 111 |
-
│ ├── script.js # JavaScript functionality
|
| 112 |
-
│ └── images/ # Interface images
|
| 113 |
-
├── backend/
|
| 114 |
-
│ ├── ai_enhanced_core.py # AI processing core
|
| 115 |
-
│ ├── ai_bubble_placement.py # Smart bubble placement
|
| 116 |
-
│ ├── subtitles/
|
| 117 |
-
│ ├── keyframes/
|
| 118 |
-
│ └── speech_bubble/
|
| 119 |
-
├── video/ # Uploaded videos
|
| 120 |
-
├── frames/final/ # Processed frames
|
| 121 |
-
└── output/ # Generated comics
|
| 122 |
-
```
|
| 123 |
-
|
| 124 |
-
## 🎨 Customization
|
| 125 |
-
|
| 126 |
-
### **Environment Variables**
|
| 127 |
-
```bash
|
| 128 |
-
export HIGH_QUALITY=1 # Enable high-quality processing
|
| 129 |
-
export AI_ENHANCED=1 # Enable AI features
|
| 130 |
-
export HIGH_ACCURACY=1 # Enable high-accuracy mode
|
| 131 |
-
export GRID_LAYOUT=1 # Force 2x2 grid layout
|
| 132 |
-
```
|
| 133 |
-
|
| 134 |
-
### **Quality Settings**
|
| 135 |
-
- **Standard**: Faster processing, good quality
|
| 136 |
-
- **High Quality**: Slower processing, excellent quality
|
| 137 |
-
- **AI Enhanced**: Advanced features, best results
|
| 138 |
-
|
| 139 |
-
## 🐛 Troubleshooting
|
| 140 |
-
|
| 141 |
-
### **Common Issues**
|
| 142 |
-
|
| 143 |
-
#### **"Module not found" errors**
|
| 144 |
-
```bash
|
| 145 |
-
pip install [package-name] --break-system-packages
|
| 146 |
-
```
|
| 147 |
-
|
| 148 |
-
#### **Flask server won't start**
|
| 149 |
-
```bash
|
| 150 |
-
# Check if port 5000 is in use
|
| 151 |
-
lsof -i :5000
|
| 152 |
-
# Kill existing process if needed
|
| 153 |
-
kill -9 [PID]
|
| 154 |
-
```
|
| 155 |
-
|
| 156 |
-
#### **Video upload fails**
|
| 157 |
-
- Ensure video is MP4 format
|
| 158 |
-
- Check file size (max 100MB recommended)
|
| 159 |
-
- Verify video file is not corrupted
|
| 160 |
-
|
| 161 |
-
#### **Comic generation fails**
|
| 162 |
-
- Check terminal for error messages
|
| 163 |
-
- Ensure sufficient disk space
|
| 164 |
-
- Verify all dependencies are installed
|
| 165 |
-
|
| 166 |
-
### **Performance Tips**
|
| 167 |
-
- **GPU Usage**: Install CUDA for faster processing
|
| 168 |
-
- **Memory**: Close other applications during processing
|
| 169 |
-
- **Storage**: Ensure adequate free space
|
| 170 |
-
- **Network**: Stable connection for YouTube downloads
|
| 171 |
-
|
| 172 |
-
## 📊 Performance Metrics
|
| 173 |
-
|
| 174 |
-
### **Processing Times** (approximate)
|
| 175 |
-
- **Short Video (30s)**: 2-3 minutes
|
| 176 |
-
- **Medium Video (2min)**: 5-8 minutes
|
| 177 |
-
- **Long Video (5min)**: 10-15 minutes
|
| 178 |
-
|
| 179 |
-
### **Quality Levels**
|
| 180 |
-
- **Standard**: 720p output, basic enhancement
|
| 181 |
-
- **High Quality**: 1080p output, advanced enhancement
|
| 182 |
-
- **AI Enhanced**: Best quality, smart features
|
| 183 |
-
|
| 184 |
-
## 🔄 API Endpoints
|
| 185 |
-
|
| 186 |
-
### **Web Interface**
|
| 187 |
-
- `GET /` - Main interface
|
| 188 |
-
- `POST /uploader` - File upload
|
| 189 |
-
- `POST /handle_link` - YouTube link processing
|
| 190 |
-
- `GET /status` - System status
|
| 191 |
-
- `GET /output/<file>` - Serve output files
|
| 192 |
-
- `GET /frames/final/<file>` - Serve frame files
|
| 193 |
-
|
| 194 |
-
## 📝 Examples
|
| 195 |
-
|
| 196 |
-
### **Upload Local Video**
|
| 197 |
-
1. Start server: `python3 run_web_interface.py`
|
| 198 |
-
2. Open browser: `http://localhost:5000`
|
| 199 |
-
3. Click "Upload Video"
|
| 200 |
-
4. Select MP4 file
|
| 201 |
-
5. Click "Submit"
|
| 202 |
-
6. Wait for processing
|
| 203 |
-
7. Comic opens automatically
|
| 204 |
-
|
| 205 |
-
### **Process YouTube Video**
|
| 206 |
-
1. Start server: `python3 run_web_interface.py`
|
| 207 |
-
2. Open browser: `http://localhost:5000`
|
| 208 |
-
3. Click "Enter Link"
|
| 209 |
-
4. Paste YouTube URL
|
| 210 |
-
5. Click "Submit"
|
| 211 |
-
6. Wait for download and processing
|
| 212 |
-
7. Comic opens automatically
|
| 213 |
-
|
| 214 |
-
## 🎉 Success!
|
| 215 |
-
|
| 216 |
-
Your enhanced comic generator web interface is now ready!
|
| 217 |
-
|
| 218 |
-
**Key Features:**
|
| 219 |
-
- ✅ Modern web interface
|
| 220 |
-
- ✅ AI-enhanced processing
|
| 221 |
-
- ✅ Smart bubble placement
|
| 222 |
-
- ✅ High-quality output
|
| 223 |
-
- ✅ YouTube support
|
| 224 |
-
- ✅ Automatic browser opening
|
| 225 |
-
|
| 226 |
-
**Next Steps:**
|
| 227 |
-
1. Run `python3 run_web_interface.py`
|
| 228 |
-
2. Open `http://localhost:5000`
|
| 229 |
-
3. Upload a video or paste a YouTube link
|
| 230 |
-
4. Generate your comic!
|
| 231 |
-
|
| 232 |
-
Happy comic creating! 🎬✨
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
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|
|
|
SAVE_EDITABLE_COMIC_GUIDE.md
CHANGED
|
@@ -1,163 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### 1. **While Editing Your Comic**
|
| 14 |
-
|
| 15 |
-
After making changes (moving bubbles, editing text):
|
| 16 |
-
|
| 17 |
-
1. Click **"💾 Save Editable Comic"** button
|
| 18 |
-
2. HTML file downloads to your computer
|
| 19 |
-
3. File includes all your edits
|
| 20 |
-
4. Continue editing or close - your work is saved!
|
| 21 |
-
|
| 22 |
-
### 2. **Keyboard Shortcut**
|
| 23 |
-
|
| 24 |
-
Press **Ctrl+S** (or Cmd+S on Mac) to quickly save
|
| 25 |
-
|
| 26 |
-
### 3. **What Gets Saved**
|
| 27 |
-
|
| 28 |
-
The downloaded HTML file contains:
|
| 29 |
-
- ✅ All your text edits
|
| 30 |
-
- ✅ Current bubble positions
|
| 31 |
-
- ✅ Original images (as links)
|
| 32 |
-
- ✅ Full editing functionality
|
| 33 |
-
- ✅ Auto-restore of your edits
|
| 34 |
-
|
| 35 |
-
## Opening Saved Files
|
| 36 |
-
|
| 37 |
-
### To Continue Editing:
|
| 38 |
-
|
| 39 |
-
1. **Find your saved file**: `comic_editable_2024-01-15T10-30-45.html`
|
| 40 |
-
2. **Double-click** to open in browser
|
| 41 |
-
3. **Your edits are restored** automatically
|
| 42 |
-
4. **Continue editing** where you left off!
|
| 43 |
-
|
| 44 |
-
### File Features:
|
| 45 |
-
|
| 46 |
-
- **Green badge** shows it's a saved version
|
| 47 |
-
- **Timestamp** in filename for version control
|
| 48 |
-
- **Auto-loads** your previous edits
|
| 49 |
-
- **Fully functional** editor included
|
| 50 |
-
|
| 51 |
-
## Save Options Explained
|
| 52 |
-
|
| 53 |
-
### 1. **💾 Save Editable Comic** (Orange Button)
|
| 54 |
-
- **What**: Downloads HTML with current edits
|
| 55 |
-
- **Use**: Save your work, continue later
|
| 56 |
-
- **Format**: HTML file
|
| 57 |
-
- **Editable**: Yes! ✅
|
| 58 |
-
|
| 59 |
-
### 2. **📄 Export to PDF** (Green Button)
|
| 60 |
-
- **What**: Creates PDF for sharing/printing
|
| 61 |
-
- **Use**: Final output, not editable
|
| 62 |
-
- **Format**: PDF file
|
| 63 |
-
- **Editable**: No ❌
|
| 64 |
-
|
| 65 |
-
### 3. **🖨️ Print Comic** (Blue Button)
|
| 66 |
-
- **What**: Direct printing
|
| 67 |
-
- **Use**: Physical copies
|
| 68 |
-
- **Format**: Paper
|
| 69 |
-
- **Editable**: No ❌
|
| 70 |
-
|
| 71 |
-
## Workflow Examples
|
| 72 |
-
|
| 73 |
-
### Editing Over Multiple Sessions:
|
| 74 |
-
|
| 75 |
-
```
|
| 76 |
-
Day 1: Generate comic → Edit → Save Editable Comic → comic_v1.html
|
| 77 |
-
Day 2: Open comic_v1.html → More edits → Save → comic_v2.html
|
| 78 |
-
Day 3: Open comic_v2.html → Final edits → Export to PDF
|
| 79 |
-
```
|
| 80 |
-
|
| 81 |
-
### Creating Multiple Versions:
|
| 82 |
-
|
| 83 |
-
```
|
| 84 |
-
Original → Save as "comic_draft.html"
|
| 85 |
-
Edit more → Save as "comic_revised.html"
|
| 86 |
-
Final version → Save as "comic_final.html"
|
| 87 |
-
Export final → PDF for sharing
|
| 88 |
-
```
|
| 89 |
-
|
| 90 |
-
## Advanced Features
|
| 91 |
-
|
| 92 |
-
### Version Control:
|
| 93 |
-
- Filename includes timestamp
|
| 94 |
-
- Save multiple versions
|
| 95 |
-
- Compare different edits
|
| 96 |
-
- Never lose work
|
| 97 |
-
|
| 98 |
-
### Sharing Editable Comics:
|
| 99 |
-
1. Save your edited comic
|
| 100 |
-
2. Send the HTML file to others
|
| 101 |
-
3. They can open and continue editing
|
| 102 |
-
4. No special software needed
|
| 103 |
-
|
| 104 |
-
### Backup Strategy:
|
| 105 |
-
- Save after major edits
|
| 106 |
-
- Keep versions in different folders
|
| 107 |
-
- Use cloud storage for safety
|
| 108 |
-
- Export PDF as backup
|
| 109 |
-
|
| 110 |
-
## Technical Details
|
| 111 |
-
|
| 112 |
-
### What's in the Saved File:
|
| 113 |
-
```javascript
|
| 114 |
-
// Your edits are embedded
|
| 115 |
-
const savedState = {
|
| 116 |
-
bubbles: [
|
| 117 |
-
{text: "Your edited text", left: "150px", top: "50px"},
|
| 118 |
-
// ... all bubbles
|
| 119 |
-
],
|
| 120 |
-
timestamp: "2024-01-15T10:30:45.123Z"
|
| 121 |
-
};
|
| 122 |
-
```
|
| 123 |
-
|
| 124 |
-
### Auto-Restore:
|
| 125 |
-
- When file opens, edits are applied
|
| 126 |
-
- No manual loading needed
|
| 127 |
-
- Works in any modern browser
|
| 128 |
-
- Completely self-contained
|
| 129 |
-
|
| 130 |
-
## Tips & Tricks
|
| 131 |
-
|
| 132 |
-
1. **Save Often**: Use Ctrl+S regularly
|
| 133 |
-
2. **Name Versions**: Rename files descriptively
|
| 134 |
-
3. **Final Export**: PDF when done editing
|
| 135 |
-
4. **Share HTML**: For collaborative editing
|
| 136 |
-
5. **Keep Originals**: Don't overwrite first version
|
| 137 |
-
|
| 138 |
-
## Troubleshooting
|
| 139 |
-
|
| 140 |
-
### If edits don't appear:
|
| 141 |
-
- Wait 2 seconds for auto-restore
|
| 142 |
-
- Check browser console for errors
|
| 143 |
-
- Try refreshing the page
|
| 144 |
-
|
| 145 |
-
### If images don't load:
|
| 146 |
-
- Make sure you're online (images link to server)
|
| 147 |
-
- Or create portable version with embedded images
|
| 148 |
-
|
| 149 |
-
### For offline use:
|
| 150 |
-
- Request portable HTML version
|
| 151 |
-
- Images embedded in file
|
| 152 |
-
- Larger file size but works offline
|
| 153 |
-
|
| 154 |
-
## Summary
|
| 155 |
-
|
| 156 |
-
You now have a complete editing workflow:
|
| 157 |
-
1. **Generate** comic
|
| 158 |
-
2. **Edit** in browser
|
| 159 |
-
3. **Save** editable HTML
|
| 160 |
-
4. **Continue** anytime
|
| 161 |
-
5. **Export** to PDF when done
|
| 162 |
-
|
| 163 |
-
The HTML file is your working document - save it like any other file!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
SMART_FRAME_SELECTION.md
CHANGED
|
@@ -1,74 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- The composition is visually appealing
|
| 14 |
-
|
| 15 |
-
## The Result
|
| 16 |
-
|
| 17 |
-
A comic that looks natural and engaging where:
|
| 18 |
-
- Characters look happy when saying happy things
|
| 19 |
-
- Characters look sad when saying sad things
|
| 20 |
-
- No awkward frames with closed eyes
|
| 21 |
-
- Every panel is visually appealing
|
| 22 |
-
|
| 23 |
-
## How It Works (Internally)
|
| 24 |
-
|
| 25 |
-
The system uses multiple criteria to score each frame:
|
| 26 |
-
|
| 27 |
-
### 1. Expression Matching (Hidden from user)
|
| 28 |
-
- Analyzes dialogue sentiment
|
| 29 |
-
- Checks facial expressions
|
| 30 |
-
- Selects frames where they align
|
| 31 |
-
|
| 32 |
-
### 2. Eye Quality
|
| 33 |
-
- Detects eye state (open/closed)
|
| 34 |
-
- Strongly prefers open eyes
|
| 35 |
-
- Avoids blinks and half-closed eyes
|
| 36 |
-
|
| 37 |
-
### 3. Visual Quality
|
| 38 |
-
- Checks image sharpness
|
| 39 |
-
- Ensures good composition
|
| 40 |
-
- Avoids blurry frames
|
| 41 |
-
|
| 42 |
-
### 4. Engagement Score
|
| 43 |
-
Combines all factors to pick the BEST frame for each moment
|
| 44 |
-
|
| 45 |
-
## User Experience
|
| 46 |
-
|
| 47 |
-
### Before (Regular Mode):
|
| 48 |
-
- Random frame selection
|
| 49 |
-
- May have closed eyes
|
| 50 |
-
- Expression may not match dialogue
|
| 51 |
-
- Less engaging overall
|
| 52 |
-
|
| 53 |
-
### After (Smart Mode):
|
| 54 |
-
- Perfect frame selection
|
| 55 |
-
- Always open eyes
|
| 56 |
-
- Expressions match dialogue
|
| 57 |
-
- More engaging and professional
|
| 58 |
-
|
| 59 |
-
## Simple UI
|
| 60 |
-
|
| 61 |
-
The interface is clean and simple:
|
| 62 |
-
- Just one checkbox: "Smart Frame Selection"
|
| 63 |
-
- No technical details shown
|
| 64 |
-
- The magic happens behind the scenes
|
| 65 |
-
- Output is a regular comic (no emotion labels)
|
| 66 |
-
|
| 67 |
-
## Benefits
|
| 68 |
-
|
| 69 |
-
1. **Better Storytelling**: Expressions enhance the narrative
|
| 70 |
-
2. **Professional Quality**: No awkward closed-eye frames
|
| 71 |
-
3. **Automatic**: AI does all the work
|
| 72 |
-
4. **Natural Looking**: Comics look hand-picked, not random
|
| 73 |
-
|
| 74 |
-
The user gets a beautiful, engaging comic without needing to understand the technical details!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
|
UNITY_COMIC_INTEGRATION.md
CHANGED
|
@@ -1,153 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
### Option 2: Full Pages
|
| 15 |
-
Export complete pages as **800×1080** with or without borders
|
| 16 |
-
|
| 17 |
-
**Benefits:**
|
| 18 |
-
- ✅ Simpler to implement
|
| 19 |
-
- ✅ One texture per page
|
| 20 |
-
- ✅ Maintains exact layout
|
| 21 |
-
|
| 22 |
-
## Do You Need Borders?
|
| 23 |
-
|
| 24 |
-
**Short answer: NO** - Unity doesn't need borders
|
| 25 |
-
|
| 26 |
-
### Without Borders (Recommended):
|
| 27 |
-
- Clean images
|
| 28 |
-
- You can add borders in Unity with UI system
|
| 29 |
-
- More flexible styling options
|
| 30 |
-
- Smaller file sizes
|
| 31 |
-
|
| 32 |
-
### With Borders:
|
| 33 |
-
- Use only if you want that specific look
|
| 34 |
-
- Borders become part of the image
|
| 35 |
-
- Can't change border style later
|
| 36 |
-
|
| 37 |
-
## Unity Setup Guide
|
| 38 |
-
|
| 39 |
-
### 1. **Texture Import Settings**
|
| 40 |
-
```
|
| 41 |
-
Texture Type: Sprite (2D and UI)
|
| 42 |
-
Pixels Per Unit: 100
|
| 43 |
-
Filter Mode: Bilinear
|
| 44 |
-
Max Size: 2048
|
| 45 |
-
Format: RGBA 32 bit
|
| 46 |
-
```
|
| 47 |
-
|
| 48 |
-
### 2. **For 400×540 Panels**
|
| 49 |
-
```csharp
|
| 50 |
-
// Create 2x2 grid in Unity
|
| 51 |
-
float panelWidth = 400f;
|
| 52 |
-
float panelHeight = 540f;
|
| 53 |
-
|
| 54 |
-
// Position panels
|
| 55 |
-
panel1.position = new Vector3(0, 0, 0);
|
| 56 |
-
panel2.position = new Vector3(400, 0, 0);
|
| 57 |
-
panel3.position = new Vector3(0, -540, 0);
|
| 58 |
-
panel4.position = new Vector3(400, -540, 0);
|
| 59 |
-
```
|
| 60 |
-
|
| 61 |
-
### 3. **For 800×1080 Pages**
|
| 62 |
-
```csharp
|
| 63 |
-
// Simple page display
|
| 64 |
-
GameObject comicPage = new GameObject("ComicPage");
|
| 65 |
-
Image pageImage = comicPage.AddComponent<Image>();
|
| 66 |
-
pageImage.sprite = yourPageSprite;
|
| 67 |
-
|
| 68 |
-
// Set size
|
| 69 |
-
RectTransform rt = comicPage.GetComponent<RectTransform>();
|
| 70 |
-
rt.sizeDelta = new Vector2(800, 1080);
|
| 71 |
-
```
|
| 72 |
-
|
| 73 |
-
## Preparing Images for Unity
|
| 74 |
-
|
| 75 |
-
### Remove Borders (CSS):
|
| 76 |
-
```css
|
| 77 |
-
.panel {
|
| 78 |
-
border: none !important;
|
| 79 |
-
}
|
| 80 |
-
.comic-grid {
|
| 81 |
-
border: none !important;
|
| 82 |
-
}
|
| 83 |
-
```
|
| 84 |
-
|
| 85 |
-
### Export Options:
|
| 86 |
-
|
| 87 |
-
1. **Individual Panels** (400×540 each)
|
| 88 |
-
- No borders
|
| 89 |
-
- Transparent or white background
|
| 90 |
-
- PNG format
|
| 91 |
-
|
| 92 |
-
2. **Full Pages** (800×1080 each)
|
| 93 |
-
- No borders (add in Unity)
|
| 94 |
-
- White background
|
| 95 |
-
- PNG or JPEG
|
| 96 |
-
|
| 97 |
-
## Unity Comic Viewer Example
|
| 98 |
-
|
| 99 |
-
```csharp
|
| 100 |
-
public class ComicViewer : MonoBehaviour
|
| 101 |
-
{
|
| 102 |
-
public Sprite[] comicPages; // 800x1080 pages
|
| 103 |
-
public Image displayImage;
|
| 104 |
-
|
| 105 |
-
private int currentPage = 0;
|
| 106 |
-
|
| 107 |
-
void Start()
|
| 108 |
-
{
|
| 109 |
-
ShowPage(0);
|
| 110 |
-
}
|
| 111 |
-
|
| 112 |
-
public void NextPage()
|
| 113 |
-
{
|
| 114 |
-
currentPage++;
|
| 115 |
-
if (currentPage < comicPages.Length)
|
| 116 |
-
ShowPage(currentPage);
|
| 117 |
-
}
|
| 118 |
-
|
| 119 |
-
void ShowPage(int pageIndex)
|
| 120 |
-
{
|
| 121 |
-
displayImage.sprite = comicPages[pageIndex];
|
| 122 |
-
}
|
| 123 |
-
}
|
| 124 |
-
```
|
| 125 |
-
|
| 126 |
-
## Best Practices for Unity
|
| 127 |
-
|
| 128 |
-
1. **Use Power of 2 textures** when possible (512, 1024, 2048)
|
| 129 |
-
2. **Compress textures** in Unity import settings
|
| 130 |
-
3. **Use UI Canvas** for comic display
|
| 131 |
-
4. **Consider mobile** - 800×1080 is perfect for portrait mode
|
| 132 |
-
|
| 133 |
-
## Size Compatibility
|
| 134 |
-
|
| 135 |
-
Unity handles any size, but consider:
|
| 136 |
-
- **Mobile**: 800×1080 works great
|
| 137 |
-
- **Desktop**: May need scaling
|
| 138 |
-
- **Memory**: Each 800×1080 = ~3.5MB uncompressed
|
| 139 |
-
|
| 140 |
-
## Recommended Workflow
|
| 141 |
-
|
| 142 |
-
1. Export from comic system **without borders**
|
| 143 |
-
2. Import to Unity as **Sprites**
|
| 144 |
-
3. Use **Canvas UI** system
|
| 145 |
-
4. Add borders/effects in Unity
|
| 146 |
-
5. Scale with **Canvas Scaler** for different devices
|
| 147 |
-
|
| 148 |
-
## Result
|
| 149 |
-
|
| 150 |
-
- No borders needed in images
|
| 151 |
-
- Unity makes size compatible automatically
|
| 152 |
-
- More flexibility without baked-in borders
|
| 153 |
-
- Professional comic viewer in Unity!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
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|
|
|
|
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|
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|
|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
WORKING_SOLUTION.md
CHANGED
|
@@ -1,83 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### Fixed the Frame Extraction Error
|
| 14 |
-
- **Problem**: `copy_and_rename_file()` was missing an argument
|
| 15 |
-
- **Solution**: Now passes correct arguments (source, folder, filename)
|
| 16 |
-
|
| 17 |
-
## Current Working Pipeline
|
| 18 |
-
|
| 19 |
-
### 1. **Story Extraction** ✅
|
| 20 |
-
```
|
| 21 |
-
📖 Extracting complete story...
|
| 22 |
-
📚 Analyzing 89 subtitles for complete story
|
| 23 |
-
✅ Selected 48 evenly distributed moments
|
| 24 |
-
📖 Full story preserved: Beginning → Middle → End
|
| 25 |
-
```
|
| 26 |
-
|
| 27 |
-
The system correctly:
|
| 28 |
-
- Takes your 89 subtitles
|
| 29 |
-
- Selects 48 evenly spaced moments
|
| 30 |
-
- Covers the entire story (not just "important" parts)
|
| 31 |
-
|
| 32 |
-
### 2. **Frame Selection** (Now Fixed)
|
| 33 |
-
For each of the 48 moments:
|
| 34 |
-
- Extracts the frame at that subtitle timing
|
| 35 |
-
- Saves as frame000.png to frame047.png
|
| 36 |
-
- Ready for enhancement
|
| 37 |
-
|
| 38 |
-
### 3. **Quality Enhancement Pipeline**
|
| 39 |
-
Each frame goes through:
|
| 40 |
-
1. **AI Enhancement** → Upscale to 2K max
|
| 41 |
-
2. **Quality Enhancement** → Denoise, sharpen
|
| 42 |
-
3. **Color Enhancement** → Vibrant colors, better contrast
|
| 43 |
-
4. **No Comic Styling** → Preserves realism
|
| 44 |
-
|
| 45 |
-
### 4. **12-Page Generation**
|
| 46 |
-
- 12 pages × 4 panels (2x2 grid) = 48 panels
|
| 47 |
-
- Each panel shows one story moment
|
| 48 |
-
- Complete narrative from beginning to end
|
| 49 |
-
|
| 50 |
-
## Story Coverage Example
|
| 51 |
-
|
| 52 |
-
From your subtitles:
|
| 53 |
-
- **Beginning**: "Buttonkitt!", "Gattu, look! We have so many orders!"
|
| 54 |
-
- **Development**: Finding the helicopter, taking it home
|
| 55 |
-
- **Middle**: Showing to Mummy, Papa fixing it
|
| 56 |
-
- **Climax**: Playing with helicopter, meeting Chico
|
| 57 |
-
- **End**: (continues through all 48 selected moments)
|
| 58 |
-
|
| 59 |
-
## Expected Output
|
| 60 |
-
|
| 61 |
-
```
|
| 62 |
-
12 Pages of Comic:
|
| 63 |
-
- Page 1-2: Introduction (Buttonkitt, orders)
|
| 64 |
-
- Page 3-6: Development (finding helicopter)
|
| 65 |
-
- Page 7-10: Climax (fixing, playing)
|
| 66 |
-
- Page 11-12: Resolution (meeting owner)
|
| 67 |
-
|
| 68 |
-
Each panel:
|
| 69 |
-
- Clear, enhanced image
|
| 70 |
-
- Vibrant colors
|
| 71 |
-
- Full story context
|
| 72 |
-
- 2x2 grid layout
|
| 73 |
-
```
|
| 74 |
-
|
| 75 |
-
## To Run Now
|
| 76 |
-
|
| 77 |
-
The system should work properly after the fix:
|
| 78 |
-
1. Frames will extract correctly
|
| 79 |
-
2. Enhancement will improve quality/colors
|
| 80 |
-
3. 12 pages will be generated
|
| 81 |
-
4. Complete story preserved
|
| 82 |
-
|
| 83 |
-
No more missing story parts - you'll get the full narrative across 48 well-selected panels!
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
fix_smart_comic_display.md
CHANGED
|
@@ -1,73 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
3.
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
### 1. **Fixed Image Paths**
|
| 14 |
-
- Changed from relative paths to proper Flask routes
|
| 15 |
-
- Added fallback image paths in case primary path fails
|
| 16 |
-
- Images now load from `/frames/final/` route
|
| 17 |
-
|
| 18 |
-
### 2. **Improved Layout**
|
| 19 |
-
- Created a 2-column grid layout for better visibility
|
| 20 |
-
- Added emotion badges showing text vs face emotions
|
| 21 |
-
- Added match scores and eye detection scores
|
| 22 |
-
- Shows summary statistics at the bottom
|
| 23 |
-
|
| 24 |
-
### 3. **Enhanced Features**
|
| 25 |
-
The smart comic now displays:
|
| 26 |
-
- **Match Score**: How well the facial expression matches the dialogue emotion (shown as percentage)
|
| 27 |
-
- **Eye Score**: Quality of eye detection (avoiding half-closed eyes)
|
| 28 |
-
- **Emotion Badges**: Shows detected emotions for both text and face
|
| 29 |
-
- **Color Coding**:
|
| 30 |
-
- Green = Good match (>70%)
|
| 31 |
-
- Orange = Medium match (40-70%)
|
| 32 |
-
- Red = Poor match (<40%)
|
| 33 |
-
|
| 34 |
-
## How It Works
|
| 35 |
-
|
| 36 |
-
When you generate a comic with smart mode enabled:
|
| 37 |
-
|
| 38 |
-
1. **Frame Selection**:
|
| 39 |
-
- Extracts multiple candidate frames per dialogue
|
| 40 |
-
- Checks for open eyes (avoids blinking)
|
| 41 |
-
- Selects best frame based on eye state
|
| 42 |
-
|
| 43 |
-
2. **Emotion Analysis**:
|
| 44 |
-
- Analyzes dialogue text for emotions (happy, sad, angry, etc.)
|
| 45 |
-
- Detects facial expressions in frames
|
| 46 |
-
- Matches frames to dialogues based on emotion compatibility
|
| 47 |
-
|
| 48 |
-
3. **Smart Display**:
|
| 49 |
-
- Shows selected panels with match scores
|
| 50 |
-
- Highlights emotion detection results
|
| 51 |
-
- Provides analytics on matching quality
|
| 52 |
-
|
| 53 |
-
## To Use
|
| 54 |
-
|
| 55 |
-
1. Upload your video with "Smart Mode" checkbox enabled
|
| 56 |
-
2. The system will:
|
| 57 |
-
- Extract 48 frames avoiding closed eyes
|
| 58 |
-
- Match emotions between text and faces
|
| 59 |
-
- Generate the smart comic viewer
|
| 60 |
-
3. View at `/smart_comic` route
|
| 61 |
-
|
| 62 |
-
## Expected Results
|
| 63 |
-
|
| 64 |
-
You should see:
|
| 65 |
-
- Comic panels with clear, open-eyed characters
|
| 66 |
-
- Emotion labels showing text vs face emotions
|
| 67 |
-
- Match scores indicating quality of emotion matching
|
| 68 |
-
- Summary statistics showing overall performance
|
| 69 |
-
|
| 70 |
-
The smart comic provides a more intelligent comic generation that ensures:
|
| 71 |
-
- ✅ No half-closed eyes in panels
|
| 72 |
-
- ✅ Facial expressions match dialogue emotions
|
| 73 |
-
- ✅ Better storytelling through smart frame selection
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
|
readme.md
CHANGED
|
@@ -1,57 +1,12 @@
|
|
| 1 |
-
|
| 2 |
-
Comic
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
- Feature Extraction: Utilizes deep learning models like GoogLeNet v1 to extract features from frames.
|
| 14 |
-
- Highlightness Score Calculation: Deep Summarization Network (DSN) computes scores to identify keyframes.
|
| 15 |
-
- Dialogue Grouping: Groups frames based on dialogues to select significant keyframes.
|
| 16 |
-
3. **Panel Layout Generation**
|
| 17 |
-
- Calculates the Region of Interest of a frame
|
| 18 |
-
- Selects a page layout template
|
| 19 |
-
- Crops frame to be accomodated into template
|
| 20 |
-
4. **Balloon Generation & Placement**
|
| 21 |
-
- Analysis of emotions in subtitles determines speech balloon shape.
|
| 22 |
-
- Balloon placement involves using the "Dlib" face-detector library to detect characters' mouth positions in frames and placing at regions with relatively lesser ROI.
|
| 23 |
-
5. **Cartoonization**
|
| 24 |
-
- Applies style transfer algorithms to enhance keyframes visually, mimicking traditional comics.
|
| 25 |
-
|
| 26 |
-
> Read the project report for detailed explanations
|
| 27 |
-
|
| 28 |
-
## Pre-requisites
|
| 29 |
-
- Python
|
| 30 |
-
- Install [Pytorch](https://pytorch.org/get-started/locally/)
|
| 31 |
-
- Install [dlib](https://github.com/z-mahmud22/Dlib_Windows_Python3.x)
|
| 32 |
-
- Install ffmpeg
|
| 33 |
-
- All dependencies mentioned in `requirements.txt` to be installed. (`pip install -r requirements.txt`)
|
| 34 |
-
|
| 35 |
-
## Running the project
|
| 36 |
-
- If you are not using a GPU, head over to `backend/keyframes/keyframes.py` and set `gpu=False`(At exactly 2 locations)
|
| 37 |
-
- You can head over to `backend/subtitles/subs.py` and change the Whisper model used. (Check supported models [here](https://github.com/openai/whisper))
|
| 38 |
-
- Run the flask server: `python -m flask --app app run`
|
| 39 |
-
- Open the localhost link on your browser (Eg:`http://127.0.0.1:5000`)
|
| 40 |
-
|
| 41 |
-
## Running with docker
|
| 42 |
-
#### You can run this project using docker with the following commands:
|
| 43 |
-
- ```
|
| 44 |
-
docker pull reubendinny/cinecomic
|
| 45 |
-
docker run --name cinecomic -d -p5000:5000 -e WHISPER_MODEL=small cinecomic
|
| 46 |
-
```
|
| 47 |
-
- Copy the frames folder and the output folder to a common folder
|
| 48 |
-
- Open the `page.html` file in the output folder to view the comic
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
## Some more examples
|
| 52 |
-
<img src="https://github.com/reubendinny/Cinecomic/assets/30729856/273277fb-fdb8-478d-ac14-8f5502e69ea9" width=50% height=50%>
|
| 53 |
-
|
| 54 |
-
</br>
|
| 55 |
-
</br>
|
| 56 |
-
<img src="https://github.com/reubendinny/Cinecomic/assets/30729856/23eff922-caa1-42fc-a836-c1c8a8ed13aa" width=50% height=50%>
|
| 57 |
-
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Comic Generator
|
| 3 |
+
emoji: "🎨"
|
| 4 |
+
colorFrom: "purple"
|
| 5 |
+
colorTo: "blue"
|
| 6 |
+
sdk: gradio
|
| 7 |
+
sdk_version: "3.43"
|
| 8 |
+
app_file: app_enhanced.py
|
| 9 |
+
pinned: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This is a Comic Generator app. Upload images or videos and generate comic-style outputs.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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