RAIN: Region-Aware Inversion Network for Semantic Watermark Extraction
A lightweight, prompt-free extractor that decomposes endpoint recovery into an image-like anchor and a noise-oriented residual, which increases the capability of the model to utilize GPU parallel computation, providing an efficient one-step extraction pipeline with a concise theoretical interpretation.