Create transfer.py

transfer.py

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+import numpy as np
+import cv2 as cv
+
+
+def transfer_color(source_image: np.ndarray, target_image: np.ndarray) -> np.ndarray:
+    """Color transfer between images
+    Args:
+        source_image (np.ndarray): Color source image
+        target_image (np.ndarray): Target image
+    Returns:
+        np.ndarray: The result of the color transfer
+    Reference:
+        doi: 10.1109/38.946629
+    """
+    # RGB -> L*a*b*
+    src_img = cv.cvtColor(source_image, cv.COLOR_RGB2Lab)
+    dst_img = cv.cvtColor(target_image, cv.COLOR_RGB2Lab)
+
+    # Calculate mean and std
+    src_means, src_stds = src_img.mean(axis=(0, 1)), src_img.std(axis=(0, 1))
+    dst_means, dst_stds = dst_img.mean(axis=(0, 1)), dst_img.std(axis=(0, 1))
+
+    # Transfer
+    dst_img = dst_img - dst_means.reshape((1, 1, 3))
+    dst_img *= (dst_stds / src_stds).reshape((1, 1, 3))
+    dst_img += src_means.reshape((1, 1, 3))
+
+    # L*a*b* -> RGB
+    dst_img = np.clip(dst_img, 0, 255).astype(np.uint8)
+    dst_img = cv.cvtColor(dst_img, cv.COLOR_LAB2RGB)
+    return dst_img