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Resolve merge conflicts and continue rebase
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LICENSE
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README.md
CHANGED
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---
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-
title:
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emoji: 🔥
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colorFrom: purple
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colorTo: pink
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@@ -9,4 +9,22 @@ app_file: app.py
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pinned: false
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---
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-
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---
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title: SpecDETR
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emoji: 🔥
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4 |
colorFrom: purple
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colorTo: pink
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pinned: false
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---
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11 |
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+
# SpecDETR Hugging Face Space
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13 |
+
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This repository contains a Gradio demo for SpecDETR, supporting both image and video detection.
|
15 |
+
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16 |
+
## Usage
|
17 |
+
- Upload your model config (.py) and checkpoint (.pth) files to the interface.
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18 |
+
- Test detection on images or videos using the Gradio UI.
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19 |
+
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20 |
+
## Files
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21 |
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- `app.py`: Gradio app entry point.
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22 |
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- `requirements.txt`: Python dependencies for Hugging Face Spaces.
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23 |
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- `download_spod.py`: (Optional) Script for dataset download and config update.
|
24 |
+
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25 |
+
## Deployment
|
26 |
+
1. Push this repo to your Hugging Face Space.
|
27 |
+
2. The Space will auto-build and launch the Gradio demo.
|
28 |
+
|
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## Note
|
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- If you need to add default configs or checkpoints, place them in the repo and update `app.py` accordingly.
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app.py
ADDED
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import gradio as gr
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2 |
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import os
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3 |
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import tempfile
|
4 |
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import cv2
|
5 |
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import numpy as np
|
6 |
+
from mmdet.apis import DetInferencer
|
7 |
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|
8 |
+
# Helper to load model
|
9 |
+
inferencer = None
|
10 |
+
def load_model(config_path, checkpoint_path):
|
11 |
+
global inferencer
|
12 |
+
inferencer = DetInferencer(model=config_path, weights=checkpoint_path)
|
13 |
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return "Model loaded."
|
14 |
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|
15 |
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def infer_image(image):
|
16 |
+
if inferencer is None:
|
17 |
+
return "Please load a model first.", None
|
18 |
+
result = inferencer(image)
|
19 |
+
vis = result["visualization"]
|
20 |
+
if isinstance(vis, list):
|
21 |
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vis = vis[0]
|
22 |
+
return "", vis
|
23 |
+
|
24 |
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def infer_video(video):
|
25 |
+
if inferencer is None:
|
26 |
+
return "Please load a model first.", None
|
27 |
+
temp_dir = tempfile.mkdtemp()
|
28 |
+
cap = cv2.VideoCapture(video)
|
29 |
+
fps = cap.get(cv2.CAP_PROP_FPS)
|
30 |
+
w = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
|
31 |
+
h = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
|
32 |
+
out_path = os.path.join(temp_dir, "result.mp4")
|
33 |
+
fourcc = cv2.VideoWriter_fourcc(*"mp4v")
|
34 |
+
out = cv2.VideoWriter(out_path, fourcc, fps, (w, h))
|
35 |
+
while True:
|
36 |
+
ret, frame = cap.read()
|
37 |
+
if not ret:
|
38 |
+
break
|
39 |
+
result = inferencer(frame)
|
40 |
+
vis = result["visualization"]
|
41 |
+
if isinstance(vis, list):
|
42 |
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vis = vis[0]
|
43 |
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out.write(vis[:,:,::-1])
|
44 |
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cap.release()
|
45 |
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out.release()
|
46 |
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return "", out_path
|
47 |
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|
48 |
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def ui():
|
49 |
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with gr.Blocks() as demo:
|
50 |
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gr.Markdown("# SpecDETR Demo: Image and Video Detection\nUpload your config (.py) and checkpoint (.pth) to start.")
|
51 |
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with gr.Row():
|
52 |
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config = gr.File(label="Config File (.py)")
|
53 |
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checkpoint = gr.File(label="Checkpoint (.pth)")
|
54 |
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load_btn = gr.Button("Load Model")
|
55 |
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load_status = gr.Textbox(label="Status", interactive=False)
|
56 |
+
load_btn.click(load_model, inputs=[config, checkpoint], outputs=load_status)
|
57 |
+
with gr.Tab("Image"):
|
58 |
+
img_input = gr.Image(type="numpy")
|
59 |
+
img_output = gr.Image()
|
60 |
+
img_btn = gr.Button("Detect on Image")
|
61 |
+
img_status = gr.Textbox(label="Status", interactive=False)
|
62 |
+
img_btn.click(infer_image, inputs=img_input, outputs=[img_status, img_output])
|
63 |
+
with gr.Tab("Video"):
|
64 |
+
vid_input = gr.Video()
|
65 |
+
vid_output = gr.Video()
|
66 |
+
vid_btn = gr.Button("Detect on Video")
|
67 |
+
vid_status = gr.Textbox(label="Status", interactive=False)
|
68 |
+
vid_btn.click(infer_video, inputs=vid_input, outputs=[vid_status, vid_output])
|
69 |
+
return demo
|
70 |
+
|
71 |
+
demo = ui()
|
72 |
+
|
73 |
+
def main():
|
74 |
+
demo.launch()
|
75 |
+
|
76 |
+
if __name__ == "__main__":
|
77 |
+
main()
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
gradio>=3.0.0
|
2 |
+
opencv-python
|
3 |
+
mmdet
|
4 |
+
mmcv
|
5 |
+
numpy
|