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To maintain the local and global contours of generated portrait images and prevent distortion, we formulate an edge contour retention (ECR) regularized loss, leveraging the similarities and differences between source and target images. An additional module, the content-style feature fusion module, is implemented to advance the learning of the target image style. Style features are incorporated into the portrait photo's content features by a style attention
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