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

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

2 December 2024

Shanghang Zhang

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

9 / 9 papers shown

Title
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 54 0 0 20 Apr 2025
TimeSearch: Hierarchical Video Search with Spotlight and Reflection for Human-like Long Video Understanding Junwen Pan Rui Zhang Xin Wan Yuan Zhang Ming Lu Qi She VLM 36 1 0 02 Apr 2025
AirCache: Activating Inter-modal Relevancy KV Cache Compression for Efficient Large Vision-Language Model Inference Kai Huang Hao Zou Bochen Wang Ye Xi Zhen Xie Hao Wang VLM 37 0 0 31 Mar 2025
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token Compression Dongchen Lu Yuyao Sun Zilu Zhang Leping Huang Jianliang Zeng Mao Shu Huo Cao 39 0 0 27 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
FastVID: Dynamic Density Pruning for Fast Video Large Language Models Leqi Shen Guoqiang Gong Tao He Yifeng Zhang Pengzhang Liu Sicheng Zhao Guiguang Ding VLM 63 0 0 14 Mar 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers Ruanjun Li Yuedong Tan Yuanming Shi Jiawei Shao VLM 65 0 0 12 Mar 2025
Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem? Zichen Wen Yifeng Gao Weijia Li Conghui He Linfeng Zhang LRM 49 0 0 17 Feb 2025