Haoming Cai All publications

COLM 2026

Enhancing Vision Language Models' Robustness Under Adverse Imaging Conditions

Tianfu Wang*, Mingyang Xie*, Haoming Cai, Tianyi Xiong, Xiyao Wang, Dongdong Fu, Guan-Ming Su, Paola Cascante-Bonilla, Christopher Metzler

Answer questions about foggy, rainy or dark frames directly, without restoring the image first

Teaser figure for Enhancing Vision Language Models' Robustness Under Adverse Imaging Conditions

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