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Update app.py
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app.py
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@@ -225,7 +225,7 @@ def segment_image(image):
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# overlayed_img_modernity_pil = Image.fromarray(cv2.cvtColor(overlayed_img_modernity, cv2.COLOR_BGR2RGB))
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# overlayed_img_typicality_pil = Image.fromarray(cv2.cvtColor(overlayed_img_typicality, cv2.COLOR_BGR2RGB))
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return "Automobiles detected in the image", cropped_car_pil, modernity_scores, typicality_scores , most_similar_group
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# Create Gradio interface
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@@ -238,8 +238,8 @@ iface = gr.Interface(
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gr.Textbox(label="Modernity Score"),
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gr.Textbox(label="Typicality Score"),
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gr.Textbox(label="most_similar_group"),
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gr.Image(label="Grad-CAM for
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gr.Image(label="Grad-CAM for
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],
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title="Automobile Detection and Scoring using Mask R-CNN",
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description="Upload an image, and the system will detect and segment automobiles, crop the largest car, and predict its modernity and typicality scores. Grad-CAM heatmaps will also be generated."
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# overlayed_img_modernity_pil = Image.fromarray(cv2.cvtColor(overlayed_img_modernity, cv2.COLOR_BGR2RGB))
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# overlayed_img_typicality_pil = Image.fromarray(cv2.cvtColor(overlayed_img_typicality, cv2.COLOR_BGR2RGB))
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return "Automobiles detected in the image", cropped_car_pil, modernity_scores, typicality_scores , most_similar_group, overlayed_img_modernity_pil, overlayed_img_typicality_pil
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# Create Gradio interface
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gr.Textbox(label="Modernity Score"),
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gr.Textbox(label="Typicality Score"),
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gr.Textbox(label="most_similar_group"),
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gr.Image(label="Grad-CAM for Year"),
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gr.Image(label="Grad-CAM for Type")
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],
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title="Automobile Detection and Scoring using Mask R-CNN",
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description="Upload an image, and the system will detect and segment automobiles, crop the largest car, and predict its modernity and typicality scores. Grad-CAM heatmaps will also be generated."
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