A Training-Free Plug-and-Play Watermark Framework for Stable Diffusion

arXiv:2404.05607v1 Announce Type: new
Abstract: Nowadays, the family of Stable Diffusion (SD) models has gained prominence for its high quality outputs and scalability. This has also raised security concerns on social media, as malicious users can create and disseminate harmful content. Existing approaches involve training components or entire SDs to embed a watermark in generated images for traceability and responsibility attribution. However, in the era of AI-generated content (AIGC), the rapid iteration of SDs renders retraining with watermark models costly. …

abstract arxiv components concerns cs.cv diffusion embed family framework free media quality scalability security security concerns social social media stable diffusion training type watermark