Imperceptible Protection against Style Imitation from Diffusion Models

arXiv:2403.19254v1 Announce Type: new
Abstract: Recent progress in diffusion models has profoundly enhanced the fidelity of image generation. However, this has raised concerns about copyright infringements. While prior methods have introduced adversarial perturbations to prevent style imitation, most are accompanied by the degradation of artworks' visual quality. Recognizing the importance of maintaining this, we develop a visually improved protection method that preserves its protection capability. To this end, we create a perceptual map to identify areas most sensitive to human …

abstract adversarial artworks arxiv concerns copyright cs.cv diffusion diffusion models fidelity however image image generation importance prior progress protection quality style type visual