LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models

22 March 2024

Yan Yan

Papers citing "LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models"

50 / 86 papers shown

Title
Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Baoxia Du H. Du Dusit Niyato Ruidong Li 51 0 0 05 May 2025
VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning Run Luo Renke Shan Longze Chen Z. Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 89 0 0 28 Apr 2025
Token Sequence Compression for Efficient Multimodal Computing Yasmine Omri Parth Shroff Thierry Tambe 46 0 0 24 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Z. Wang Senthil Purushwalkam Caiming Xiong S. Heng Ji R. Xu 28 0 0 23 Apr 2025
MR. Video: "MapReduce" is the Principle for Long Video Understanding Ziqi Pang Yu-xiong Wang VLM 34 0 0 22 Apr 2025
Knowledge Distillation for Multimodal Egocentric Action Recognition Robust to Missing Modalities Maria Santos-Villafranca Dustin Carrión-Ojeda Alejandro Pérez-Yus J. Bermudez-Cameo Jose J. Guerrero Simone Schaub-Meyer EgoV VLM 30 0 0 11 Apr 2025
PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models M. Dhouib Davide Buscaldi Sonia Vanier A. Shabou VLM 36 0 0 11 Apr 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts Yimu Wang Mozhgan Nasr Azadani Sean Sedwards Krzysztof Czarnecki MLLM MoE 47 0 0 07 Apr 2025
Window Token Concatenation for Efficient Visual Large Language Models Yifan Li Wentao Bao Botao Ye Zhen Tan Tianlong Chen Huan Liu Yu Kong VLM 34 0 0 05 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
QG-VTC: Question-Guided Visual Token Compression in MLLMs for Efficient VQA Shuai Li Jian Xu Xiao-Hui Li Chao Deng Lin-Lin Huang MQ 41 0 0 01 Apr 2025
On-device Sora: Enabling Training-Free Diffusion-based Text-to-Video Generation for Mobile Devices Bosung Kim Kyuhwan Lee Isu Jeong Jungmin Cheon Yeojin Lee Seulki Lee VGen 40 1 0 31 Mar 2025
Fwd2Bot: LVLM Visual Token Compression with Double Forward Bottleneck Adrian Bulat Yassine Ouali Georgios Tzimiropoulos 45 0 0 27 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
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 42 1 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
Dynamic Pyramid Network for Efficient Multimodal Large Language Model Hao Ai Kunyi Wang Zezhou Wang H. Lu Jin Tian Yaxin Luo Peng-Fei Xing Jen-Yuan Huang Huaxia Li Gen Luo MLLM VLM 106 0 0 26 Mar 2025
PAVE: Patching and Adapting Video Large Language Models Zhuoming Liu Yiquan Li Khoi Duc Nguyen Yiwu Zhong Yin Li KELM LRM 79 0 0 25 Mar 2025
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong ... Jinghua Yan Y. Bai P. Sadayappan Xia Hu Bo Yuan VLM 51 0 0 24 Mar 2025
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding Keyan Chen Chenyang Liu Bowen Chen Wenyuan Li Zhengxia Zou Zhenwei Shi 39 2 0 20 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
Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference Hao Yin Guangzong Si Zilei Wang 46 0 0 17 Mar 2025
Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference Cheng Yuan Z. Liu Jiashu Lv Jiawei Shao Yufei Jiang J. Zhang Xuelong Li 43 0 0 17 Mar 2025
LLaVA-MLB: Mitigating and Leveraging Attention Bias for Training-Free Video LLMs Leqi Shen Tao He Guoqiang Gong Fan Yang Y. Zhang Pengzhang Liu Sicheng Zhao Guiguang Ding 37 0 0 14 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
Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing Yudong Liu Jingwei Sun Yueqian Lin Jingyang Zhang Ming Yin Qinsi Wang J. Zhang H. Li Y. Chen VLM 56 2 0 13 Mar 2025
TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models Xudong Tan Peng Ye Chongjun Tu Jianjian Cao Yaoxin Yang Lin Zhang Dongzhan Zhou Tao Chen VLM 49 0 0 13 Mar 2025
CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model Yuxuan Luo Jiaqi Tang Chenyi Huang Feiyang Hao Zhouhui Lian VLM 56 0 0 13 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 37 1 0 13 Mar 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers Ruanjun Li Yuedong Tan Yuanming Shi Jiawei Shao VLM 67 0 0 12 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
Silent Hazards of Token Reduction in Vision-Language Models: The Hidden Impact on Consistency Yizheng Sun Hao Li Chang Xu C. Lin R. Batista-Navarro Jingyuan Sun 50 0 0 09 Mar 2025
ToFu: Visual Tokens Reduction via Fusion for Multi-modal, Multi-patch, Multi-image Task Vittorio Pippi Matthieu Guillaumin S. Cascianelli Rita Cucchiara M. Jaritz Loris Bazzani 62 0 0 06 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
MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference Zhongwei Wan H. Shen Xin Wang C. Liu Zheda Mai M. Zhang VLM 54 3 0 24 Feb 2025
FCoT-VL:Advancing Text-oriented Large Vision-Language Models with Efficient Visual Token Compression Jianjian Li Junquan Fan Feng Tang Gang Huang Shitao Zhu Songlin Liu Nian Xie Wulong Liu Yong Liao VLM 43 0 0 22 Feb 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
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 46 16 0 28 Jan 2025
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Shaolei Zhang Qingkai Fang Zhe Yang Yang Feng MLLM VLM 49 24 0 07 Jan 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 61 3 0 05 Jan 2025
LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer Yipeng Zhang Y. Liu Zonghao Guo Yidan Zhang Xuesong Yang ... Yuan Yao Zhiyuan Liu Tat-Seng Chua Maosong Sun Maosong Sun MLLM VLM 79 0 0 18 Dec 2024
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Wangbo Zhao Yizeng Han Jiasheng Tang Z. Li Yibing Song K. Wang Zhangyang Wang Yang You 74 0 0 04 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 78 11 0 02 Dec 2024
ATP-LLaVA: Adaptive Token Pruning for Large Vision Language Models Xubing Ye Yukang Gan Yixiao Ge Xiao Zhang Yansong Tang 98 5 0 30 Nov 2024
ShowUI: One Vision-Language-Action Model for GUI Visual Agent Kevin Qinghong Lin Linjie Li Difei Gao Z. Yang Shiwei Wu Zechen Bai Weixian Lei Lijuan Wang Mike Zheng Shou LLMAG 64 13 0 26 Nov 2024
Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy Te Yang Jian Jia Xiangyu Zhu Weisong Zhao Bo Wang ... Shengyuan Liu Quan Chen Peng Jiang Kun Gai Zhen Lei 59 1 0 23 Nov 2024
freePruner: A Training-free Approach for Large Multimodal Model Acceleration Bingxin Xu Yuzhang Shang Yunhao Ge Qian Lou Yan Yan 91 3 0 23 Nov 2024
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression Yuke Zhu Chi Xie Shuang Liang Bo Zheng Sheng Guo 61 8 0 21 Nov 2024