Efficiently Disentangling CLIP for Multi-Object Perception

Samyak Rawlekar, Yujun Cai, Yiwei Wang +2

Vision-language models like CLIP excel at recognizing the single, prominent object in a scene. However, they struggle in complex scenes containing multiple objects. We identify a f…