Test-Time Self-Adaptive Conditioning for Stable Audio-Driven Talking-Head Generation 事件

Test-Time Self-Adaptive Conditioning for Stable Audio-Driven Talking-Head Generation arXiv:2605.25488v1 Announce Type: new Abstract: Audio-driven talking-head generation has achieved remarkable progress with recent models such as AniTalker, FLOAT, and Sonic. Despite their success, most existing approaches rely on a single static reference image to condition the entire video generation process at inference stage. This static conditioning paradigm often creates a mismatch between fixed identity f