Yung-Hsing Liu

Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation

A Hierarchical Coarse-to-Fine Supervision Strategy that decomposes learning into global image-text alignment, multi-scale auxiliary localization, and boundary-aware final mask refinement, and a Scale-Adaptive Gated Semantic Guidance adapter, where resolution-specific gates adaptively control textual injection and chann...