2025 "visual token reduction" Papers

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AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning

Yiwu Zhong, Zhuoming Liu, Yin Li et al.

ICCV 2025posterarXiv:2412.03248
21
citations

Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs

Qizhe Zhang, Aosong Cheng, Ming Lu et al.

ICCV 2025posterarXiv:2412.01818
37
citations

Glance2Gaze: Efficient Vision-Language Models from Glance Fusion to Gaze Compression

Juan Chen, Honglin liu, Yingying Ao et al.

NeurIPS 2025poster

Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping

Weili Zeng, Ziyuan Huang, Kaixiang Ji et al.

ICCV 2025posterarXiv:2503.21817
4
citations