3v324v23 commited on
Commit
7ce427f
·
1 Parent(s): c241427

Update all .md files with Hugging Face Spaces configuration

Browse files
800x1080_PRINT_EXAMPLE.md CHANGED
@@ -1,66 +1,12 @@
1
- # 📐 800x1080 Print on Pages
2
-
3
- ## What You Get
4
-
5
- Each comic page now displays "800x1080" in the bottom-right corner:
6
-
7
- ```
8
- ┌─────────────────────────────────┐
9
- │ Page 1 │
10
- │ ┌─────────┬─────────┐ │
11
- │ │ │ │ │
12
- │ │ Panel 1 Panel 2 │ │
13
- │ │ │ │ │
14
- │ ├─────────┼─────────┤ │
15
- │ │ │ │ │
16
- │ │ Panel 3 │ Panel 4 │ │
17
- │ │ │ │ │
18
- │ └─────────┴─────────┘ │
19
- │ │
20
- │ [800x1080] │
21
- └─────────────────────────────────┘
22
- ```
23
-
24
- ## Features
25
-
26
- ### Display
27
- - **Text**: "800x1080"
28
- - **Position**: Bottom-right corner
29
- - **Style**: Monospace font, gray color
30
- - **Background**: Semi-transparent white
31
- - **Border**: Light gray border
32
-
33
- ### Visibility
34
- - ✅ Shows in browser view
35
- - ✅ Shows when printing
36
- - ✅ Shows in PDF export
37
- - ✅ Shows in saved HTML
38
-
39
- ## Customization Options
40
-
41
- The "800x1080" text appears with:
42
- - **Font**: Monospace (technical look)
43
- - **Size**: 14px
44
- - **Color**: #666 (medium gray)
45
- - **Padding**: 5px 10px
46
- - **Border**: 1px solid #ddd
47
-
48
- ## When You Print
49
-
50
- The "800x1080" text will:
51
- 1. Appear on every page
52
- 2. Print in the bottom-right corner
53
- 3. Be clearly visible but not intrusive
54
- 4. Help identify the page resolution
55
-
56
- ## Alternative Positions
57
-
58
- You can move it by adding CSS classes:
59
- - `top-left`: Top-left corner
60
- - `top-right`: Top-right corner
61
- - `bottom-left`: Bottom-left corner
62
- - `bottom-right`: Default position
63
-
64
- ## Result
65
-
66
- Now every comic page clearly shows it's rendered at 800x1080 resolution, both on screen and 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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
CLEAN_SOLUTION.md CHANGED
@@ -1,109 +1,12 @@
1
- # 🎯 Clean Comic Solution
2
-
3
- ## What This Fixes
4
-
5
- ### ✅ Problem 1: Color Loss
6
- - **Issue**: Comic styling was destroying colors
7
- - **Solution**: REMOVED all comic styling
8
- - **Result**: Original colors preserved 100%
9
-
10
- ### ✅ Problem 2: Too Many Panels
11
- - **Issue**: Generated all frames instead of meaningful ones
12
- - **Solution**: Smart selection of ONLY 12 key moments
13
- - **Result**: Concise story with important scenes only
14
-
15
- ### ✅ Problem 3: Wrong Layout
16
- - **Issue**: Fixed 2x2 grid (4 panels)
17
- - **Solution**: Adaptive grid (3x4 for 12 panels)
18
- - **Result**: Proper comic layout
19
-
20
- ## 🚀 How to Use
21
-
22
- ### Option 1: Simple App (Recommended)
23
- ```bash
24
- python app_simple.py
25
- ```
26
- - Upload video at http://localhost:5000
27
- - Automatically generates 12-panel comic
28
- - Preserves all colors
29
- - Clean 3x4 grid layout
30
-
31
- ### Option 2: Direct Test
32
- ```bash
33
- python test_clean_comic.py
34
- ```
35
- - Tests with existing video/subtitles
36
- - Shows frame extraction process
37
-
38
- ## 📊 What It Does
39
-
40
- 1. **Analyzes Story**:
41
- - Scores each subtitle by importance
42
- - Looks for: intro, conflict, emotion, action, conclusion
43
- - Selects exactly 12 most meaningful moments
44
-
45
- 2. **Extracts Frames**:
46
- - ONLY extracts frames for selected moments
47
- - No wasted processing
48
- - Preserves original quality
49
-
50
- 3. **Creates Layout**:
51
- - 3x4 grid for 12 panels
52
- - Clean HTML viewer
53
- - No styling or effects
54
-
55
- ## 🎨 Example Selection
56
-
57
- From 100+ subtitles → 12 key moments:
58
- 1. "Hello, my name is..." (Introduction)
59
- 2. "But there's a problem!" (Conflict)
60
- 3. "We must find a way..." (Challenge)
61
- 4. "I have an idea!" (Solution)
62
- 5. "Let's do this together" (Teamwork)
63
- 6. "Watch out!" (Action)
64
- 7. "That was close..." (Tension)
65
- 8. "We're almost there!" (Progress)
66
- 9. "This is it!" (Climax)
67
- 10. "We did it!" (Victory)
68
- 11. "Thank you so much" (Resolution)
69
- 12. "Until next time..." (Conclusion)
70
-
71
- ## 📁 Output
72
-
73
- ```
74
- output/
75
- ├── comic_simple.html # Clean viewer
76
- └── comic_data.json # Panel information
77
-
78
- frames/final/
79
- ├── frame000.png # Original colors
80
- ├── frame001.png # No styling
81
- ├── ...
82
- └── frame011.png # 12 total
83
- ```
84
-
85
- ## 🔧 Key Differences
86
-
87
- ### Old System:
88
- - Complex, conflicting code
89
- - Comic styling ruins colors
90
- - Generates too many panels
91
- - Fixed 4-panel layout
92
-
93
- ### Clean System:
94
- - Simple, focused code
95
- - No styling (preserves colors)
96
- - Exactly 12 meaningful panels
97
- - Proper grid layout
98
-
99
- ## ✨ Benefits
100
-
101
- 1. **Quality**: Original image colors preserved
102
- 2. **Story**: Only important moments selected
103
- 3. **Layout**: Clean 3x4 grid
104
- 4. **Speed**: Faster (less processing)
105
- 5. **Simplicity**: Easy to understand and modify
106
-
107
  ---
108
 
109
- **Just run `python app_simple.py` for perfect results!**
 
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.
CONFLICT_ANALYSIS.md CHANGED
@@ -1,92 +1,12 @@
1
- # 🔍 Conflict Analysis: Frame Generation Pipeline
2
-
3
- ## Executive Summary
4
-
5
- After analyzing the entire codebase, I've identified **3 major conflicts** that prevent proper 48-frame generation:
6
-
7
- ## 1. **Frame Extraction Failure** ❌
8
-
9
- **Location**: `backend/keyframes/keyframes_story.py`
10
-
11
- **Problem**:
12
- - Extracts frames to subdirectories (`frames/sub1/`, `frames/sub2/`, etc.)
13
- - Tries to copy to `frames/final/` but the copy operation was failing
14
- - Even after fixing the copy operation, frames might not be extracted properly
15
-
16
- **Solution Applied**:
17
- - Created `backend/keyframes/keyframes_fixed.py` with direct extraction to `frames/final/`
18
- - No intermediate subdirectories
19
- - Better error handling and fallback
20
-
21
- ## 2. **Multiple Filtering Points** ⚠️
22
-
23
- **Locations**: Multiple places in `app_enhanced.py`
24
-
25
- **Problem**:
26
- - Step 2: Extracts 48 moments ✅
27
- - Bubble generation: Was re-filtering to 12 → **FIXED**
28
- - Page generation: Expects frames but finds 0
29
-
30
- **Solution Applied**:
31
- - Disabled re-filtering in bubble generation (line 421-439)
32
- - Ensured `_filtered_count = 48` is stored and used consistently
33
- - Modified bubble generation to use all 48 selected moments
34
-
35
- ## 3. **Inconsistent Frame Count Tracking** 🔄
36
-
37
- **Location**: Throughout `app_enhanced.py`
38
-
39
- **Problem**:
40
- - `_filtered_count` not consistently set
41
- - Some methods use local frame count, others use filtered count
42
- - Page generation expects frames that don't exist
43
-
44
- **Solution Applied**:
45
- - Set `self._filtered_count = len(filtered_subs)` after story extraction
46
- - Ensure this count is used in bubble generation and page layout
47
-
48
- ## The Complete Flow (After Fixes)
49
-
50
- ```
51
- 1. Extract Frames (simple method) → All frames
52
- 2. Extract Story → 48 key moments from subtitles
53
- 3. Generate Keyframes → Extract 48 specific frames
54
- 4. Enhance Frames → Apply to all 48 frames
55
- 5. Generate Bubbles → Create bubbles for 48 frames
56
- 6. Generate Pages → 12 pages × 4 panels = 48 total
57
- ```
58
-
59
- ## Key Integration Point
60
-
61
- The main issue was in Step 3 - the `generate_keyframes_story` was:
62
- 1. Not properly extracting frames from video
63
- 2. Failing to copy them to the final directory
64
- 3. Not providing feedback about failures
65
-
66
- ## What Should Happen Now
67
-
68
- With the fixes applied:
69
-
70
- 1. **Story Extraction**: 89 subtitles → 48 moments ✅
71
- 2. **Frame Extraction**: 48 frames saved directly to `frames/final/` ✅
72
- 3. **Enhancement**: All 48 frames enhanced ✅
73
- 4. **Page Generation**: 12 pages with 2x2 grid ✅
74
- 5. **Total Output**: 48 panels telling complete story ✅
75
-
76
- ## Verification
77
-
78
- Check for these log messages:
79
- - "📚 Full story: 48 key moments from 89 total"
80
- - "✅ Total frames in frames/final: 48"
81
- - "📖 Generating 12-page comic summary (2x2 grid per page)"
82
- - "✅ Generated 12 pages with 48 total panels"
83
-
84
- ## If Still Failing
85
-
86
- The issue might be:
87
- 1. Video file not accessible
88
- 2. OpenCV not installed properly
89
- 3. Permissions issue with frame directories
90
- 4. The simple frame extraction at the beginning interfering
91
-
92
- Run the app again and look for the new logging messages!
 
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
CORRECT_FIX_2x2_GRID.md CHANGED
@@ -1,83 +1,12 @@
1
- # ✅ CORRECT FIX: 12 Meaningful Panels in 2x2 Grid Format
2
-
3
- ## What You Actually Wanted
4
-
5
- - **Grid Size**: 2x2 (4 panels per page)
6
- - **Total Panels**: 12 meaningful story moments
7
- - **Total Pages**: 3 pages (12 ÷ 4 = 3)
8
- - **Colors**: Original preserved (no green tint)
9
-
10
- ## What's Fixed Now
11
-
12
- ### 1. **2x2 Grid Layout Maintained**
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
EDITABLE_FORMATS_EXPLAINED.md CHANGED
@@ -1,92 +1,12 @@
1
- # 📝 Understanding Editable Formats
2
-
3
- ## The Reality About PDFs
4
-
5
- **PDFs are NOT meant to be edited** like HTML. They're designed to be:
6
- - Final, static documents
7
- - Consistent across all devices
8
- - Print-ready
9
- - Read-only by nature
10
-
11
- ## Your Options for Editable Comics
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
EMOTION_BASED_SELECTION.md CHANGED
@@ -1,78 +1,12 @@
1
- # 🎭 Emotion-Based Frame Selection
2
-
3
- ## How It Works (The RIGHT Way)
4
-
5
- ### Previous Approach (Wrong):
6
- 1. Extract random frames from video
7
- 2. Generate comic
8
- 3. THEN analyze emotions (too late!)
9
- 4. Just show emotion labels
10
-
11
- ### New Approach (Correct):
12
- 1. **Analyze dialogue emotions FIRST** 📝
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
EXACT_800x1080_LAYOUT.md CHANGED
@@ -1,73 +1,12 @@
1
- # 📐 Exact 800×1080 Combined Print Layout
2
-
3
- ## Yes, It's Possible!
4
-
5
- When you print, the 4 panels (each 400×540) will combine to create exactly 800×1080:
6
-
7
- ```
8
- Combined Layout:
9
- ┌───────────────┬───────────────┐
10
- │ Panel 1 │ Panel 2 │ } 540px
11
- │ 400×540 │ 400×540 │
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
EXACT_PAGE_MATCH_800x1080.md CHANGED
@@ -1,77 +1,12 @@
1
- # 📏 Exact Page Size = Image Size (800×1080)
2
-
3
- ## Fixed: Page Now Matches Image Dimensions Exactly
4
-
5
- ### What Changed:
6
-
7
- 1. **Page container**: Now exactly 800×1080 (no padding)
8
- 2. **Grid position**: Fills entire page (0,0 to 800,1080)
9
- 3. **Page title**: Moved outside the page box
10
- 4. **Result**: Page dimensions = Image dimensions
11
-
12
- ### Visual Layout:
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FINAL_12_PAGES_SOLUTION.md CHANGED
@@ -1,108 +1,12 @@
1
- # ✅ FINAL SOLUTION: 12 Pages × 2x2 Grid = 48 Panels
2
-
3
- ## What You Want
4
-
5
- - **Grid**: 2x2 (4 panels per page)
6
- - **Pages**: 12 pages total
7
- - **Total Panels**: 48 meaningful story panels
8
- - **Summary**: Story summarization (not all frames)
9
- - **Colors**: Original preserved
10
-
11
- ## Implementation
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FINAL_FIX_12_PANELS.md CHANGED
@@ -1,87 +1,12 @@
1
- # 🎯 FINAL FIX: 12-Panel Comic with 3x4 Grid
2
-
3
- ## What Was Wrong
4
-
5
- 1. **2x2 Grid Issue**: The old panel layout system was forcing 2x2 grid (4 panels)
6
- 2. **HIGH_ACCURACY Mode**: Environment variable was overriding layout
7
- 3. **Multiple Conflicting Systems**: Different parts of code fighting each other
8
-
9
- ## What's Fixed Now
10
-
11
- ### 1. **Forced 12-Panel Selection**
12
- - Modified `_generate_story_pages()` to use fixed 12-panel generator
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FIXES_APPLIED.md CHANGED
@@ -1,103 +1,12 @@
1
- # 🔧 Comic Generation Fixes Applied
2
-
3
- ## ✅ Issue 1: Colorless/Green Comics - FIXED
4
-
5
- ### Problem:
6
- - Comic styling was too aggressive
7
- - Heavy quantization removed colors
8
- - Images appeared green/monochrome
9
-
10
- ### Solution Applied:
11
- - **Comic styling DISABLED by default** (`self.apply_comic_style = False`)
12
- - Color preservation mode enabled
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FIXES_SUMMARY.md CHANGED
@@ -1,88 +1,12 @@
1
- # 🔧 Fixes Applied for 12-Page Comic Generation
2
-
3
- ## Issues Fixed
4
-
5
- ### 1. **Page Generation Error** ✅
6
- - **Problem**: `Page.__init__() got an unexpected keyword argument 'panel_arrangement'`
7
- - **Fix**: Removed `panel_arrangement` parameter from Page constructor
8
- - **Files**: `backend/fixed_12_pages_2x2.py`, `app_enhanced.py`
9
-
10
- ### 2. **Subtitle Filtering Error** ✅
11
- - **Problem**: `No such file or directory: 'audio/temp_subtitles.json'`
12
- - **Fix**: Added `os.makedirs('audio', exist_ok=True)`
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FRAME_GENERATION_FIX.md CHANGED
@@ -1,64 +1,12 @@
1
- # 🔧 Frame Generation Fix
2
-
3
- ## The Problem
4
-
5
- From your output, I can see:
6
- 1. ✅ System correctly finds 89 subtitles
7
- 2. ✅ Selects 48 moments for full story
8
- 3. ❌ BUT somewhere it reverts to 12 moments
9
- 4. ❌ Shows "0 frames" when generating pages
10
- 5. ❌ Tries to use "blank.png" which doesn't exist
11
-
12
- ## Root Cause
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
FULL_STORY_QUALITY_FIX.md CHANGED
@@ -1,100 +1,12 @@
1
- # 🎯 Full Story & Quality Enhancement Fix
2
-
3
- ## What Was Wrong
4
-
5
- 1. **Missing Story Parts**: System was being too selective, skipping important story elements
6
- 2. **Poor Quality/Colors**: Images needed enhancement for better quality and vibrant colors
7
-
8
- ## What's Fixed Now
9
-
10
- ### 1. **Full Story Extraction** ✅
11
- - Created `backend/full_story_extractor.py`
12
- - Takes **evenly distributed** frames across entire video
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
INTERACTIVE_COMIC_EDITOR.md CHANGED
@@ -1,77 +1,12 @@
1
- # 🎨 Interactive Comic Editor
2
-
3
- ## Features Implemented
4
-
5
- The generated comics now have **interactive editing capabilities** built right into the output!
6
-
7
- ### 1. **Text Editing** ✏️
8
- - **Double-click** any speech bubble to edit its text
9
- - Type your new text in the textarea that appears
10
- - Press **Enter** to save (Shift+Enter for new line)
11
- - Press **Escape** to cancel
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
NO_GAPS_FIX.md CHANGED
@@ -1,68 +1,12 @@
1
- # 🔧 Fixed: Gaps Between Panels
2
-
3
- ## What Was Fixed
4
-
5
- Removed gaps between panels to create a seamless 800×1080 layout.
6
-
7
- ## Changes Made
8
-
9
- 1. **Grid gap**: Set to `0`
10
- 2. **Panel borders**: Reduced from 2px to 1px
11
- 3. **Smart borders**: Removed double borders between adjacent panels
12
- 4. **Margins/Padding**: All set to 0
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
NO_ZOOM_FIX_GUIDE.md CHANGED
@@ -1,75 +1,12 @@
1
- # 🔍 Fixed: Image Zooming Issue
2
-
3
- ## Problem Solved
4
-
5
- Images were zooming/cropping because `object-fit: cover` was forcing them to fill the entire 400×540 panel space.
6
-
7
- ## Solution Applied
8
-
9
- Changed to `object-fit: contain` which:
10
- - ✅ Shows the **entire image** without cropping
11
- - ✅ **No zooming** - maintains original aspect ratio
12
- - Adds white padding if image doesn't match 400×540 ratio
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PAGES_800x1080_IMPLEMENTATION.md CHANGED
@@ -1,100 +1,12 @@
1
- # 📄 Comic Pages at 800x1080 Resolution
2
-
3
- ## What Was Changed
4
-
5
- I've modified the comic generation system so that the actual comic PAGES are now rendered at 800x1080 resolution. This is not about exporting images - the comic pages themselves are now exactly 800x1080 pixels.
6
-
7
- ## Implementation Details
8
-
9
- ### 1. **Page Dimensions**
10
- - Each comic page is now **800px wide × 1080px tall**
11
- - This is a portrait orientation (taller than wide)
12
- - Perfect for mobile viewing and social media
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PAGE_IMAGES_GUIDE.md CHANGED
@@ -1,175 +1,12 @@
1
- # 📄 Comic Page Images (800x1080)
2
-
3
- ## Overview
4
-
5
- The system now automatically generates individual page images at **800x1080 resolution** for each comic page. This makes it easy to:
6
- - Share comic pages on social media
7
- - Create printable versions
8
- - Use pages in other applications
9
- - Archive your comics
10
-
11
- ## Features
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PAGE_IMAGES_IMPLEMENTATION.md CHANGED
@@ -1,123 +1,12 @@
1
- # 📄 Page Images Implementation Summary
2
-
3
- ## What Was Implemented
4
-
5
- I've added functionality to save comic pages as individual 800x1080 images. Due to Python module constraints in the environment, I created an HTML-based solution that renders each comic page at the exact dimensions you requested.
6
-
7
- ## How It Works
8
-
9
- ### 1. **Automatic Generation**
10
- After comic generation completes, the system automatically:
11
- - Creates individual page files for each comic page
12
- - Generates pages at 800x1080 resolution
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PDF_EXPORT_GUIDE.md CHANGED
@@ -1,149 +1,12 @@
1
- # 📄 PDF Export for Edited Comics
2
-
3
- ## Overview
4
-
5
- The comic editor now supports **PDF export** that preserves all your edits - both text changes and bubble repositioning!
6
-
7
- ## Export Methods
8
-
9
- ### 1. **Browser Print-to-PDF** (Recommended) ✅
10
- The simplest and most reliable method:
11
-
12
- 1. Click **"Export to PDF"** button in the editor
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PDF_SIZING_FIX.md CHANGED
@@ -1,137 +1,12 @@
1
- # 📐 PDF Export Full Page Sizing Guide
2
-
3
- ## The Issue
4
- When exporting to PDF, comic pages may appear small or not fill the entire page.
5
-
6
- ## Solutions
7
-
8
- ### 1. **Use Correct Print Settings** (Most Important!)
9
-
10
- When you click "Export to PDF", use these settings in the print dialog:
11
-
12
- #### **Recommended Settings:**
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
PRINT_GUIDE_800x1080.md CHANGED
@@ -1,140 +1,12 @@
1
- # 🖨️ Printing Comic Pages at 800x1080 Resolution
2
-
3
- ## Quick Answer
4
-
5
- To print Page 1 (or any page) at exactly 800x1080:
6
-
7
- ### Recommended Print Settings:
8
- 1. **Paper Size**: **A5** (148 x 210mm) or **Custom 5.33" x 7.2"**
9
- 2. **Orientation**: **Portrait**
10
- 3. **Margins**: **None** (0)
11
- 4. **Scale**: **100%** or **Actual size**
12
- 5. **Background Graphics**: **Enabled**
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README_2K_PANELS.md CHANGED
@@ -1,142 +1,12 @@
1
- # 📐 2K Resolution Limit & Panel Export Feature
2
-
3
- ## 🎯 What's New
4
-
5
- ### 1. **2K Resolution Limit**
6
- - All enhanced images are now capped at **2K resolution (2048x1080)**
7
- - This applies to all AI models:
8
- - Real-ESRGAN
9
- - SwinIR
10
- - Lightweight enhancers
11
- - Traditional upscaling
12
- - Benefits:
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README_AI_MODELS.md CHANGED
@@ -1,226 +1,12 @@
1
- # 🚀 AI Model Integration for Comic Enhancement
2
-
3
- **State-of-the-Art Image Enhancement with Real-ESRGAN, GFPGAN, and More**
4
-
5
- This branch now includes cutting-edge AI models for superior image quality, optimized for NVIDIA RTX 3050 GPUs.
6
-
7
- ## 🎯 Key Features
8
-
9
- ### **AI Models Integrated:**
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
- **🎨 Transform your images with state-of-the-art AI models!**
 
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.
README_COLOR_PRESERVATION.md CHANGED
@@ -1,111 +1,12 @@
1
- # 🎨 Color Preservation & Story-Based Comic Generation
2
-
3
- ## 🎯 Issues Fixed
4
-
5
- ### 1. **Color Loss Problem**
6
- The comic styling was too aggressive, turning images green/monochrome.
7
-
8
- **Solution**:
9
- - Added `preserve_colors` mode to maintain original colors
10
- - Increased color palette from 8-16 to 32 colors
11
- - Blend original image with stylized version (40/60 ratio)
12
- - Option to skip comic styling completely
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README_ENHANCED.md CHANGED
@@ -1,354 +1,12 @@
1
- # 🎨 Enhanced Comic Generator
2
-
3
- **AI-Powered High-Quality Comic Generation from Videos**
4
-
5
- A completely rewritten comic generation system that uses advanced AI models and computer vision techniques to create professional-quality comics from video content.
6
-
7
- ## ✨ Key Features
8
-
9
- ### 🚀 **AI-Enhanced Processing**
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
- **🎨 Create amazing comics with AI-powered quality!**
 
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.
README_FULL_STORY.md CHANGED
@@ -1,150 +1,12 @@
1
- # 📚 Full Story Comic Generation (10-15 Panels)
2
-
3
- ## 🎯 What's New
4
-
5
- The comic generator now creates **full story comics** with 10-15 meaningful panels instead of just 4 panels. It intelligently analyzes your video's story and selects the most important moments.
6
-
7
- ## 🧠 How It Works
8
-
9
- ### 1. **Story Analysis**
10
- The system analyzes all subtitles/dialogue to identify:
11
- - **Introduction**: Character introductions, scene setting
12
- - **Conflict**: Problems, challenges, "but/however" moments
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README_LIGHTWEIGHT_AI.md CHANGED
@@ -1,231 +1,12 @@
1
- # 🚀 Lightweight AI Enhancement for RTX 3050 Laptop GPU
2
-
3
- **High-Quality Image Enhancement for GPUs with <4GB VRAM**
4
-
5
- This implementation provides state-of-the-art image enhancement optimized for RTX 3050 Laptop GPUs and other cards with limited VRAM.
6
-
7
- ## 🎯 Key Features
8
-
9
- ### **Optimized for Limited VRAM:**
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
- **💡 Perfect for RTX 3050 Laptop GPU users who want AI-quality enhancement without OOM errors!**
 
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.
README_SMART_COMIC.md CHANGED
@@ -1,114 +1,12 @@
1
- # 🎭 Smart Comic Generation with Emotion Matching
2
-
3
- The Flask app now includes smart comic generation that matches facial expressions with dialogue and creates 10-15 panel story summaries!
4
-
5
- ## 🚀 How to Use
6
-
7
- ### 1. Start the Flask App
8
- ```bash
9
- python app_enhanced.py
10
- ```
11
-
12
- ### 2. Open in Browser
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README_WEB_INTERFACE.md CHANGED
@@ -1,232 +1,12 @@
1
- # 🎬 Enhanced Comic Generator - Web Interface
2
-
3
- A modern web interface for generating high-quality comics from videos using AI-enhanced processing.
4
-
5
- ## 🚀 Quick Start
6
-
7
- ### Method 1: Simple Web Interface (Recommended)
8
- ```bash
9
- python3 run_web_interface.py
10
- ```
11
-
12
- ### Method 2: Direct Flask App
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SAVE_EDITABLE_COMIC_GUIDE.md CHANGED
@@ -1,163 +1,12 @@
1
- # 💾 Save Editable Comic - Complete Guide
2
-
3
- ## Features Added
4
-
5
- Your comic editor now has a **"Save Editable Comic"** button that:
6
- - Downloads the HTML file with all your current edits
7
- - Preserves text changes and bubble positions
8
- - Can be opened and edited again later
9
- - Works completely offline
10
-
11
- ## How to Use
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SMART_FRAME_SELECTION.md CHANGED
@@ -1,74 +1,12 @@
1
- # ✨ Smart Frame Selection for Engaging Comics
2
-
3
- ## What It Does
4
-
5
- When **Smart Frame Selection** is enabled (checkbox in UI), the system automatically selects the most engaging frames for your comic by:
6
-
7
- 1. **Analyzing each dialogue/subtitle** to understand the mood and context
8
- 2. **Scanning video frames** around each dialogue moment
9
- 3. **Selecting frames where**:
10
- - The facial expression matches the dialogue mood
11
- - Eyes are fully open (no blinking or half-closed eyes)
12
- - The image is sharp and clear
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
UNITY_COMIC_INTEGRATION.md CHANGED
@@ -1,153 +1,12 @@
1
- # 🎮 Unity Comic Integration Guide
2
-
3
- ## For Unity, You Have Two Options:
4
-
5
- ### Option 1: Individual Panels (Recommended)
6
- Export each panel as **400×540** without borders
7
-
8
- **Benefits:**
9
- - ✅ More flexible in Unity
10
- - ✅ Can animate panels individually
11
- - ✅ Easy to rearrange
12
- - Better performance (smaller textures)
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
WORKING_SOLUTION.md CHANGED
@@ -1,83 +1,12 @@
1
- # ✅ Working Solution - Full Story Comic Generation
2
-
3
- ## What Was Happening
4
-
5
- From your output, I can see the system is working correctly:
6
- 1. ✅ Found 89 subtitles in the video
7
- 2. ✅ Selected 48 evenly distributed moments (perfect for 12 pages × 4 panels)
8
- 3. ✅ Full story preserved: Beginning → Middle → End
9
- 4. ❌ Frame extraction failed due to function argument error
10
-
11
- ## What's Fixed
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
fix_smart_comic_display.md CHANGED
@@ -1,73 +1,12 @@
1
- # 🔧 Smart Comic Display Fix
2
-
3
- ## The Issue
4
- The smart comic viewer shows "no image displayed" because:
5
- 1. The HTML is looking for images at `/frames/final/{filename}`
6
- 2. The Flask routes need to serve these images properly
7
- 3. The smart comic generation might not have created the proper data structure
8
-
9
- ## The Solution
10
-
11
- I've updated the smart comic viewer to:
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
readme.md CHANGED
@@ -1,57 +1,12 @@
1
- # Comic
2
- Comic is an automated movie-to-comic generator. Input a video and it generates a comic book for the same complete with a comic style and dialogue bubbles
3
-
4
- https://github.com/reubendinny/Cinecomic/assets/30729856/6b40279c-26de-4eb3-b0fa-7de1f5605d0e
5
-
6
-
7
- ## Methodology
8
- Our project consists of the following core modules:
9
- 1. **Subtitle Generation**
10
- - Create a subtitle file for the input video using Whisper model
11
- 2. **Keyframe Extraction**
12
- - Frame Sampling: Samples frames at a set frequency from videos.
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.