Sep 2026
Enhancing Local Cognition of CLIP for Training-Free Open Vocabulary Semantic Segmentation.
CLIP, as a vision-language model, has significantly advanced Open-Vocabulary Semantic Segmentation (OVSS) with its zero-shot generalization. Despite its success, its application to OVSS is limited due to its initial image-level alignment training, which affects its performance in tasks requiring detailed local context....
Tong Shao, Zhuo-Tao Tian, Yun-Yang Mo et al.
· IEEE Transactions on Pattern... · 0 citations