Shuchang Ye

Alleviating Textual Reliance in Medical Language-Guided Segmentation via Prototype-Driven Semantic Approximation

2025

Medical language-guided segmentation, integrating textual clinical reports as auxiliary guidance to enhance image segmentation, has demonstrated significant improvements over unimodal approaches. However, its inherent reliance on paired image-text input, which we refer to as ``textual …