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app.py
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app.py
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import gradio as gr
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from color_matcher import ColorMatcher
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from color_matcher.normalizer import Normalizer
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import numpy as np
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import cv2
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from PIL import Image
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# Function to apply color correction
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def color_match(source_img, reference_img):
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# Convert PIL images to OpenCV format (numpy arrays)
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img_src = np.array(source_img)
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img_ref = np.array(reference_img)
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# Ensure images are in RGB format (3 channels)
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if img_src.shape[2] == 4:
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img_src = cv2.cvtColor(img_src, cv2.COLOR_RGBA2RGB)
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if img_ref.shape[2] == 4:
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img_ref = cv2.cvtColor(img_ref, cv2.COLOR_RGBA2RGB)
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# Apply color matching
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cm = ColorMatcher()
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img_res = cm.transfer(src=img_src, ref=img_ref, method='mkl')
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# Normalize the result
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img_res = Normalizer(img_res).uint8_norm()
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# Convert back to PIL for displaying in Gradio
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img_res_pil = Image.fromarray(img_res)
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return img_res_pil
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# Gradio Interface
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def gradio_interface():
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# Define input and output components
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inputs = [
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gr.Image(type="pil", label="Source Image"),
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gr.Image(type="pil", label="Reference Image")
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]
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outputs = gr.Image(type="pil", label="Resulting Image")
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# Launch Gradio app
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gr.Interface(fn=color_match, inputs=inputs, outputs=outputs, title="Color Matching Tool").launch()
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# Run the Gradio Interface
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if __name__ == "__main__":
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gradio_interface()
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