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Update app.py
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app.py
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@@ -13,9 +13,9 @@ classifier = VisionClassifierInference(
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def classify_image(image_file):
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"""Classify an image using a pre-trained ViT model."""
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label = classifier.predict(
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# Add a confidence score to the output
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confidence = classifier.predict_proba(
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# Get the PIL Image object for the uploaded image
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image = Image.open(image_file)
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@@ -33,6 +33,7 @@ def classify_image(image_file):
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return output_image, f"Predicted class: {label} (confidence: {confidence:.2f})"
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iface = gr.Interface(
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fn=classify_image,
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inputs=gr.inputs.Image(type="filepath", label="Upload an image"),
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def classify_image(image_file):
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"""Classify an image using a pre-trained ViT model."""
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label = classifier.predict(img=Image.open(image_file.name))
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# Add a confidence score to the output
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confidence = classifier.predict_proba(img=Image.open(image_file.name))[0][label]
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# Get the PIL Image object for the uploaded image
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image = Image.open(image_file)
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return output_image, f"Predicted class: {label} (confidence: {confidence:.2f})"
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iface = gr.Interface(
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fn=classify_image,
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inputs=gr.inputs.Image(type="filepath", label="Upload an image"),
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