ammariii08 commited on
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2c0d085
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1 Parent(s): a0dc541

Added required files

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Files changed (8) hide show
  1. .gitattributes +37 -35
  2. README.md +14 -14
  3. app.py +81 -0
  4. best.pt +3 -0
  5. best.torchscript +3 -0
  6. last.pt +3 -0
  7. last.torchscript +3 -0
  8. requirements.txt +0 -0
.gitattributes CHANGED
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- *.safetensors filter=lfs diff=lfs merge=lfs -text
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- saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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- *.tar.* filter=lfs diff=lfs merge=lfs -text
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- *.tar filter=lfs diff=lfs merge=lfs -text
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- *.tflite filter=lfs diff=lfs merge=lfs -text
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- *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ best.torchscript filter=lfs diff=lfs merge=lfs -text
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+ last.torchscript filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,14 +1,14 @@
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- ---
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- title: Mice Paw Detector
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- emoji: 💻
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- colorFrom: indigo
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- colorTo: pink
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- sdk: gradio
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- sdk_version: 5.9.1
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- app_file: app.py
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- pinned: false
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- license: mit
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- short_description: Mice Paw Detection for cylinder test
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- ---
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-
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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+ ---
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+ title: Mice Paw Detector
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+ emoji: 🐾
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+ colorFrom: indigo
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+ colorTo: pink
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+ sdk: gradio
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+ sdk_version: 5.9.1
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+ app_file: app.py
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+ pinned: false
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+ license: mit
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+ short_description: Mice Paw Detection for cylinder test
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ import gradio as gr
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+ import cv2
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+ from ultralytics import YOLO
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+
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+ # Load YOLO model
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+ model = YOLO('last.torchscript') # Replace with 'best.onnx' or 'best.torchscript' if converted
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+
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+ # Function for image inference
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+ def detect_in_image(image):
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+ image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
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+ results = model.predict(source=image, save=False, save_txt=False)
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+ annotated_frame = results[0].plot() # Annotated frame with bounding boxes
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+ annotated_frame = cv2.cvtColor(annotated_frame, cv2.COLOR_BGR2RGB) # Convert to RGB
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+ return annotated_frame
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+
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+ # Function for video inference
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+ def detect_in_video(video):
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+ cap = cv2.VideoCapture(video)
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+ output_path = "output_video.mp4"
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+
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+ # Get video properties
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+ width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
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+ height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
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+ fps = cap.get(cv2.CAP_PROP_FPS)
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+
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+ # Create VideoWriter for saving the output video
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+ out = cv2.VideoWriter(output_path, cv2.VideoWriter_fourcc(*'mp4v'), fps, (width, height))
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+
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+ # Frame generator for live streaming
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+ def frame_generator(frame_skip=6):
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+ frame_count = 0
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+ while True:
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+ ret, frame = cap.read()
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+ if not ret:
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+ break
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+
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+ if frame_count % frame_skip == 0: # Process every nth frame
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+ results = model.predict(source=frame, save=False, save_txt=False)
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+ annotated_frame = results[0].plot() # Annotated frame with bounding boxes
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+
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+ # Save annotated frame to output video
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+ out.write(annotated_frame)
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+
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+ # Convert frame to RGB for display
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+ annotated_frame_rgb = cv2.cvtColor(annotated_frame, cv2.COLOR_BGR2RGB)
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+ yield annotated_frame_rgb
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+
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+ frame_count += 1
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+
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+ # Release resources
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+ cap.release()
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+ out.release()
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+
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+ return frame_generator(), output_path
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+
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+ # Build the Gradio interface
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+ with gr.Blocks(css=".header {font-size: 30px; color: #4CAF50; font-weight: bold; text-align: center;} .image-output {max-width: 400px; margin: auto;}") as app:
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+ gr.Markdown("<h1 class='header'>🐾 Rat Paw Detection App 🐾</h1>")
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+
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+ # Image detection tab
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+ with gr.Tab("Image Detection"):
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+ image_input = gr.Image(label="Upload an Image", type="numpy")
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+ image_output = gr.Image(label="Annotated Image", type="numpy", elem_id="image-output")
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+ image_button = gr.Button("Detect", variant="primary")
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+ image_button.click(detect_in_image, inputs=image_input, outputs=image_output)
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+
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+ # Video detection tab
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+ with gr.Tab("Video Detection"):
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+ video_input = gr.Video(label="Upload a Video")
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+ video_display = gr.Image(label="Live Detection", elem_id="image-output")
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+
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+ def video_handler(video):
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+ frame_gen, output_path = detect_in_video(video)
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+ for frame in frame_gen:
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+ yield {video_display: frame} # Live update for each processed frame
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+
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+ video_button = gr.Button("Detect", variant="primary")
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+ video_button.click(fn=video_handler, inputs=video_input, outputs=[video_display])
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+
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+ # Launch the app
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+ app.launch()
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requirements.txt ADDED
Binary file (194 Bytes). View file