Yao-Xin Niu

EviViT: Evidence-Adaptive Vision Transformers for Fine-Grained Perception

Fine-grained visual perception enables vision-language models to distinguish subtle attributes and ground their answers in visual evidence. In high-resolution scenes, processing the whole image at greater resolution spends visual tokens on irrelevant content, while isolated crops can lose the context needed to interpre...