Fit and Prune: Fast and Training-free Visual Token Pruning for
Multi-modal Large Language Models

Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models

16 September 2024

Papers citing "Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models"

9 / 9 papers shown

Title
MoLe-VLA: Dynamic Layer-skipping Vision Language Action Model via Mixture-of-Layers for Efficient Robot Manipulation Rongyu Zhang Menghang Dong Yuan Zhang Liang Heng Xiaowei Chi Gaole Dai Li Du Dan Wang Yuan Du MoE 81 0 0 26 Mar 2025
Beyond Intermediate States: Explaining Visual Redundancy through Language Dingchen Yang Bowen Cao Anran Zhang Weibo Gu Winston Hu Guang Chen VLM 79 0 0 26 Mar 2025
Growing a Twig to Accelerate Large Vision-Language Models Zhenwei Shao Mingyang Wang Zhou Yu Wenwen Pan Yan Yang Tao Wei H. Zhang Ning Mao Wei Chen Jun Yu VLM 59 1 0 18 Mar 2025
Multi-Cue Adaptive Visual Token Pruning for Large Vision-Language Models Bozhi Luan Wengang Zhou Hao Feng Zhe Wang Xiaosong Li H. Li VLM 61 0 0 11 Mar 2025
When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning Junwei Luo Yingying Zhang X. J. Yang Kang Wu Qi Zhu Lei Liang Jingdong Chen Yansheng Li 57 0 0 10 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models Saeed Ranjbar Alvar Gursimran Singh Mohammad Akbari Yong Zhang VLM 68 0 0 04 Mar 2025
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Li Cao Liqiang Nie VLM 67 6 0 29 Dec 2024
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning Yiwu Zhong Zhuoming Liu Yin Li Liwei Wang 82 1 0 04 Dec 2024
Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs Qizhe Zhang Aosong Cheng Ming Lu Zhiyong Zhuo Minqi Wang Jiajun Cao Shaobo Guo Qi She Shanghang Zhang VLM 85 11 0 02 Dec 2024