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Browse files- app.py +32 -0
- requirements.txt +1 -0
app.py
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import gradio as gr
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import skimage.feature
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import numpy as np
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import imageio.v3 as iio
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def detect_edges(image:str, sigma, upper_thresh, lower_thresh)->np.ndarray:
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if lower_thresh>upper_thresh:
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gr.Warning(message="Lower threshold has to be lower than the upper threshold")
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image = iio.imread(uri=image, mode="L").astype(np.uint8)
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edges:np.ndarray = skimage.feature.canny(
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image=image,
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sigma=sigma,
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low_threshold=lower_thresh,
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high_threshold=upper_thresh,
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)
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return edges*255
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edge_detector_interface = gr.Interface(
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fn=detect_edges,
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inputs=[
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gr.Image(label="Input Image", type='filepath', height=400),
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gr.Slider(minimum=0, maximum=33, label="Sigma"),
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gr.Slider(minimum=0, maximum=10, label="Upper Threshold"),
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gr.Slider(minimum=0, maximum=10, label="Lower Threshold"),
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],
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outputs=[gr.Image(label="Edge Detected Image", image_mode="L", height=400)]
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)
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edge_detector_interface.launch()
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requirements.txt
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scikit-image==0.21.0
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