Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference

Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference

28 January 2025

Papers citing "Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference"

14 / 14 papers shown

Title
PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models M. Dhouib Davide Buscaldi Sonia Vanier A. Shabou VLM 34 0 0 11 Apr 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 49 0 0 24 Mar 2025
Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference Hao Yin Guangzong Si Zilei Wang 43 0 0 17 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
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
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 68 0 0 31 Jan 2025
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression Yuke Zhu Chi Xie Shuang Liang Bo Zheng Sheng Guo 59 1 0 21 Nov 2024
AVG-LLaVA: A Large Multimodal Model with Adaptive Visual Granularity Zhibin Lan Liqiang Niu Fandong Meng Wenbo Li Jie Zhou Jinsong Su VLM 22 2 0 20 Sep 2024
LLAVADI: What Matters For Multimodal Large Language Models Distillation Shilin Xu Xiangtai Li Haobo Yuan Lu Qi Yunhai Tong Ming-Hsuan Yang 21 0 0 28 Jul 2024
DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming Jiaxin Zhang Wentao Yang Songxuan Lai Zecheng Xie Lianwen Jin 24 15 0 27 Jun 2024
Efficient Multimodal Large Language Models: A Survey Yizhang Jin Jian Li Yexin Liu Tianjun Gu Kai Wu ... Xin Tan Zhenye Gan Yabiao Wang Chengjie Wang Lizhuang Ma LRM 39 44 0 17 May 2024
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022