Shiqiang Ma

Repurposing CLIP to Localize at Pixel Level

Jiaxiang Fang, Shiqiang Ma, Jing Wang, Siyu Chen, Fei Guo, Shengfeng He

Large-scale Vision-Language Models like CLIP have demonstrated impressive open-set localization capabilities at the image level. However, adapting this capability to pixel-level dense prediction poses challenges due to global feature biases. In this paper, we introduce CLIPix, a…Read more