Update app.py
Browse files
app.py
CHANGED
@@ -5,63 +5,62 @@ from ultralytics import YOLO
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def load_yolo_model():
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def process_video(model, cap):
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def segment_video(uploaded_video):
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def segment_webcam():
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def wrapper_for_segment_video(uploaded_video):
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iface = gr.Interface(
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live=True
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)
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def update_fn(segment_video_checkbox, segment_webcam_checkbox, uploaded_video):
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iface.update(update_fn)
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def load_yolo_model():
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return YOLO()
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def process_video(model, cap):
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while cap.isOpened():
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ret, image = cap.read()
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if not ret:
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break
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start = time.perf_counter()
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results = model(image)
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end = time.perf_counter()
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segments = results[0].plot()
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cv.putText(segments, f'FPS: {int(1 // (end - start))}', (10, 30),
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cv.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)
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cv.imshow('Image Segmentation', segments)
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key = cv.waitKey(1)
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if key & 0xFF == ord('q'):
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break
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cap.release()
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cv.destroyAllWindows()
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def segment_video(uploaded_video):
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model = load_yolo_model()
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cap = cv.VideoCapture(uploaded_video.name)
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process_video(model, cap)
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def segment_webcam():
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model = load_yolo_model()
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cap = cv.VideoCapture(0)
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process_video(model, cap)
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def wrapper_for_segment_video(uploaded_video):
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segment_video(uploaded_video)
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iface = gr.Interface(
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inputs=[gr.inputs.Checkbox(label="Segment Video"),
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gr.inputs.Checkbox(label="Segment Webcam"),
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gr.inputs.File(label="Upload Video")],
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outputs=None,
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live=True
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)
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def update_fn(segment_video_checkbox, segment_webcam_checkbox, uploaded_video):
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if segment_video_checkbox and uploaded_video:
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iface.fn = wrapper_for_segment_video
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iface.args = [uploaded_video]
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elif segment_webcam_checkbox:
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iface.fn = segment_webcam
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iface.args = []
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else:
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iface.fn = None
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iface.update(update_fn)
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