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"PB-CLIP: Enhancing CLIP's Compositional Reasoning with Pixel-level ..."
Zimo Nie et al. (2025)
- Zimo Nie, Weina Ma, Haimei Qin, Zhiwei Yang, Kun Peng, Chaodong Tong, Lei Jiang:

PB-CLIP: Enhancing CLIP's Compositional Reasoning with Pixel-level Image Hard Negatives and Balanced Multi-level Contrastive Learning. ICIC (5) 2025: 419-430

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