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visible watermarks are used to mark and protect the copyrights of many millions of images on the web they are extensively used by stock image services in their image previews watermarks are usually added with low opacity so that the image content will still be visible while being marked by its owner removing the watermark from a single image is extremely challenging since its unclear which image structure belongs to the watermark and which belongs to the underlying image it is non trivial to use image editing software to remove the watermark without tampering with image content even if the user marks the watermark region manually state-of-the-art in painting methods cannot properly remove it and even given the ground truth watermark as the Alpha Matt natural image matting methods cannot remove the semi-transparent layer however watermarks are typically added in a consistent manner to many images in fact we found that major stock content websites all embed the same watermarks in milli