Chuanhang Deng

Reasoning segmentation requires models to ground complex, implicit textual queries into precise pixel-level masks. Existing approaches rely on a single segmentation token \<SEG\> , whose hidden state implicitly encodes both semantic reasoning and spatial localization, limiting the model’s ability...