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Browse files- app.py.txt +42 -0
- requirements.txt.txt +4 -0
app.py.txt
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import cv2
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import numpy as np
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from skimage.metrics import structural_similarity as ssim
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import gradio as gr
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# Function to calculate SSIM between two images
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def calculate_similarity(img1, img2):
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img1 = cv2.cvtColor(img1, cv2.COLOR_RGB2GRAY)
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img2 = cv2.cvtColor(img2, cv2.COLOR_RGB2GRAY)
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return ssim(img1, img2)
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# Function to compute similarity scores for all images
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def compute_similarity(target_image, image_list):
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scores = []
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for image in image_list:
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similarity_score = calculate_similarity(target_image, image)
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scores.append(similarity_score)
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return scores
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# Function to handle the Gradio interface
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def image_similarity(target_image, image_list):
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target_image = target_image.astype(np.uint8)
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image_list = [image.astype(np.uint8) for image in image_list]
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scores = compute_similarity(target_image, image_list)
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results = list(zip(image_list, scores))
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results.sort(key=lambda x: x[1], reverse=True) # Sort by similarity score
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return [str(result) for result in results]
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# Prepare Gradio interface
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iface = gr.Interface(
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fn=image_similarity,
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inputs=[
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gr.inputs.Image(type="numpy", label="Target Image"),
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gr.inputs.Image(type="numpy", label="Image List")
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],
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outputs="text",
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title="Image Similarity Calculator",
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description="Upload an image and a list of images. Get similarity scores."
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)
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# Launch the interface
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iface.launch()
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requirements.txt.txt
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gradio
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skimage.metrics
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numpy
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cv2
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