Guo-Ying Sun

Enhancing Local Cognition of CLIP for Training-Free Open Vocabulary Semantic Segmentation.

This work proposes CLIPtrase, a novel training-free semantic segmentation strategy, which enhances local cognition through recalibrated self-correlation among patches and quadrant mask ensemble strategy, which demonstrates significant improvements in segmentation accuracy and the ability to maintain semantic coherence...