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Update app.py
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app.py
CHANGED
@@ -22,36 +22,12 @@ def detect_rhino_image(image):
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cv2.putText(image, results.names[int(class_id)].upper(), (int(x1), int(y1 - 10)), cv2.FONT_HERSHEY_SIMPLEX, 1.3, (0, 255, 0), 3, cv2.LINE_AA)
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return image
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def detect_rhino_video(video_file):
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cap = cv2.VideoCapture(video_file.name)
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ret, frame = cap.read()
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H, W, _ = frame.shape
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out = cv2.VideoWriter(video_file.name + '_output.mp4', cv2.VideoWriter_fourcc(*'MP4V'), int(cap.get(cv2.CAP_PROP_FPS)), (W, H))
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while ret:
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results = model(frame)[0]
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for box in results.boxes.data.tolist():
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x1, y1, x2, y2, score, class_id = box
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if score > 0.5:
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cv2.rectangle(frame, (int(x1), int(y1)), (int(x2), int(y2)), (0, 255, 0), 4)
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cv2.putText(frame, results.names[int(class_id)].upper(), (int(x1), int(y1 - 10)), cv2.FONT_HERSHEY_SIMPLEX, 1.3, (0, 255, 0), 3, cv2.LINE_AA)
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out.write(frame)
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ret, frame = cap.read()
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cap.release()
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out.release()
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cv2.destroyAllWindows()
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return video_file.name + '_output.mp4'
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st.title('Rhinoceros Detection App')
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st.write("Upload an image
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file = st.file_uploader("Choose a file...", type=["jpg", "jpeg", "png"
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if file is not None:
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if file.type.split('/')[0] == 'image':
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image = Image.open(file)
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st.image(detect_rhino_image(image), caption='Processed Image', use_column_width=True)
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elif file.type.split('/')[0] == 'video':
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tfile = tempfile.NamedTemporaryFile(delete=False)
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tfile.write(file.read())
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processed_video = detect_rhino_video(tfile)
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st.video(processed_video)
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cv2.putText(image, results.names[int(class_id)].upper(), (int(x1), int(y1 - 10)), cv2.FONT_HERSHEY_SIMPLEX, 1.3, (0, 255, 0), 3, cv2.LINE_AA)
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return image
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st.title('Rhinoceros Detection App')
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st.write("Upload an image for rhino detection.")
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file = st.file_uploader("Choose a file...", type=["jpg", "jpeg", "png"])
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if file is not None:
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if file.type.split('/')[0] == 'image':
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image = Image.open(file)
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st.image(detect_rhino_image(image), caption='Processed Image', use_column_width=True)
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