Artwork Protection Against Neural Style Transfer Using Locally Adaptive Adversarial Color Attack

arXiv:2401.09673v2 Announce Type: replace-cross
Abstract: Neural style transfer (NST) generates new images by combining the style of one image with the content of another. However, unauthorized NST can exploit artwork, raising concerns about artists' rights and motivating the development of proactive protection methods. We propose Locally Adaptive Adversarial Color Attack (LAACA), empowering artists to protect their artwork from unauthorized style transfer by processing before public release. By delving into the intricacies of human visual perception and the role of different …

abstract adversarial artists artwork arxiv color concerns cs.cr cs.cv cs.lg development eess.iv exploit however image images protection rights style style transfer transfer type