Yun-Yang Mo

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....