Update
Browse files
app.py
CHANGED
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@@ -24,31 +24,32 @@ def process_frame(frame):
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segments = results[0].plot()
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return segments, f'FPS: {int(1 // (end - start))}'
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def process_inputs(
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global process, model
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if
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process = True
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model = load_yolo_model()
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if mode_selection == "Webcam" and frame is not None:
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return process_frame(frame)
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elif mode_selection == "Video" and uploaded_video is not None:
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return process_frame(uploaded_video)
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elif
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process = False
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stop_button = gr.inputs.Button(label="Stop")
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mode_selection = gr.inputs.Radio(["Webcam", "Video"], label="Mode Selection")
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frame = gr.inputs.Video(shape=(720, 1280), label="Webcam Feed")
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uploaded_video = gr.inputs.Video(shape=(720, 1280), label="Upload Video")
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iface = gr.Interface(
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fn=process_inputs,
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inputs=[
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outputs=[gr.outputs.Image(), gr.outputs.Textbox()],
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live=True,
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title="YOLO Image Segmentation",
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description="This application uses the YOLO model to perform image segmentation on a webcam feed or an uploaded video. Select 'Webcam' or 'Video', upload a video (if applicable), and
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theme="huggingface"
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)
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segments = results[0].plot()
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return segments, f'FPS: {int(1 // (end - start))}'
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def process_inputs(action, mode_selection, frame, uploaded_video):
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global process, model
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if action == "Start" and not process and mode_selection:
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if mode_selection == "Webcam" and frame is not None:
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process = True
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model = load_yolo_model()
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return process_frame(frame)
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elif mode_selection == "Video" and uploaded_video is not None:
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process = True
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model = load_yolo_model()
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return process_frame(uploaded_video)
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elif action == "Stop" and process:
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process = False
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action = gr.inputs.Dropdown(choices=["Start", "Stop"], label="Action")
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mode_selection = gr.inputs.Radio(["Webcam", "Video"], label="Mode Selection")
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frame = gr.inputs.Video(shape=(720, 1280), label="Webcam Feed")
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uploaded_video = gr.inputs.Video(shape=(720, 1280), label="Upload Video")
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iface = gr.Interface(
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fn=process_inputs,
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inputs=[action, mode_selection, frame, uploaded_video],
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outputs=[gr.outputs.Image(), gr.outputs.Textbox()],
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live=True,
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title="YOLO Image Segmentation",
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description="This application uses the YOLO model to perform image segmentation on a webcam feed or an uploaded video. Select 'Webcam' or 'Video', upload a video (if applicable), and select 'Start' to begin. Select 'Stop' to end the process.",
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theme="huggingface"
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)
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