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Update app.py
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app.py
CHANGED
@@ -32,22 +32,22 @@ def compare_models(input_image):
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# Convert from Gradio's PIL image to OpenCV format
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image = np.array(input_image)
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# Process with both models
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duck_image = process_image(image, duck_model)
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standard_image = process_image(image, standard_model)
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# Create side-by-side comparison
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height, width = image.shape[:2]
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canvas = np.zeros((height, width * 2, 3), dtype=np.uint8)
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# Place images side by side
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canvas[:, :width] =
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canvas[:, width:] =
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# Add model labels
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cv2.putText(canvas, "
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cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)
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cv2.putText(canvas, "
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cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)
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return canvas
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@@ -55,12 +55,13 @@ def compare_models(input_image):
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# Create Gradio interface
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iface = gr.Interface(
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fn=compare_models,
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inputs=gr.Image(type="pil"),
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outputs=gr.Image(type="numpy"),
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title="YOLO Model Comparison",
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description="Compare
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examples=[["test_image.jpg"]],
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cache_examples=True
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)
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# Launch the interface
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# Convert from Gradio's PIL image to OpenCV format
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image = np.array(input_image)
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# Process with both models (standard first, then duck)
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standard_image = process_image(image, standard_model)
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duck_image = process_image(image, duck_model)
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# Create side-by-side comparison
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height, width = image.shape[:2]
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canvas = np.zeros((height, width * 2, 3), dtype=np.uint8)
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# Place images side by side (standard left, duck right)
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canvas[:, :width] = standard_image
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canvas[:, width:] = duck_image
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# Add model labels
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cv2.putText(canvas, "Standard YOLOv8", (10, 30),
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cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)
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cv2.putText(canvas, "Duck Detector", (width + 10, 30),
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cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)
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return canvas
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# Create Gradio interface
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iface = gr.Interface(
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fn=compare_models,
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inputs=gr.Image(type="pil", height=200), # Smaller input image
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outputs=gr.Image(type="numpy", height=400), # Larger output for side-by-side comparison
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title="YOLO Model Comparison",
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description="Compare standard YOLOv8 model (left) with Duck Detector (right)",
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examples=[["test_image.jpg"]],
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cache_examples=True,
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css="img.output {width: 100% !important; height: auto !important;}" # Force output to span full width
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)
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# Launch the interface
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