ZipVL: Efficient Large Vision-Language Models with Dynamic Token Sparsification and KV Cache Compression

11 October 2024

Papers citing "ZipVL: Efficient Large Vision-Language Models with Dynamic Token Sparsification and KV Cache Compression"

8 / 8 papers shown

Title
Static or Dynamic: Towards Query-Adaptive Token Selection for Video Question Answering Yumeng Shi Quanyu Long Wenya Wang 64 0 0 30 Apr 2025
ZipR1: Reinforcing Token Sparsity in MLLMs Feng Chen Yefei He Lequan Lin J. Liu Bohan Zhuang Qi Wu 46 0 0 23 Apr 2025
MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention Yucheng Li Huiqiang Jiang Chengruidong Zhang Qianhui Wu Xufang Luo ... Amir H. Abdi Dongsheng Li Jianfeng Gao Y. Yang Lili Qiu 31 1 0 22 Apr 2025
Efficient LLaMA-3.2-Vision by Trimming Cross-attended Visual Features Jewon Lee Ki-Ung Song Seungmin Yang Donguk Lim Jaeyeon Kim Wooksu Shin Bo-Kyeong Kim Yong Jae Lee Tae-Ho Kim VLM 51 0 0 01 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 42 0 0 31 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
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Li Cao Liqiang Nie VLM 78 2 0 16 Mar 2025
Beyond Token Compression: A Training-Free Reduction Framework for Efficient Visual Processing in MLLMs Hongliang Li Jiaxin Zhang Wenhui Liao Dezhi Peng Kai Ding Lianwen Jin OffRL MQ 71 0 0 31 Jan 2025