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import gradio as gr
from inference import Inference
import os
from huggingface_hub import snapshot_download
# 下载模型
model_path = snapshot_download(repo_id='Hongyang-Li/SuperRetinaDemo')
inference_engine = Inference(model_path=model_path)
def main(source_image, target_image):
# 只有当两个图像都存在时才执行推理
if source_image is not None and target_image is not None:
merged, match_show = inference_engine.inference(source_image, target_image)
return merged, match_show
else:
# 如果任何一个图像为空,则返回空结果
return None, None
with gr.Blocks() as demo:
gr.Markdown("# SuperRetina CFP Registration Demo")
with gr.Row():
with gr.Column():
gr.Markdown("Input Images")
source_image_input = gr.Image(
type="numpy",
label="Source Image",
height=300 # 固定高度
)
target_image_input = gr.Image(
type="numpy",
label="Target Image",
height=300 # 固定高度
)
# 添加推理按钮
infer_button = gr.Button("Registration", variant="primary")
with gr.Column():
gr.Markdown("Result")
output_image = gr.Image(
type="numpy",
label="Registration Result",
height=300 # 固定高度
)
gr.Markdown("Keypoints Matching")
match_show_image = gr.Image(
type="numpy",
label="Keypoints Matching",
height=300 # 固定高度
)
# 只有当按钮被点击时才触发推理
infer_button.click(
fn=main,
inputs=[source_image_input, target_image_input],
outputs=[output_image, match_show_image]
)
# 可选:添加清除按钮
clear_button = gr.Button("Clean all")
def clear_all():
return None, None, None, None
clear_button.click(
fn=clear_all,
inputs=[],
outputs=[source_image_input, target_image_input, output_image, match_show_image]
)
demo.launch() |