VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models

VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models

28 May 2025

Papers citing "VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models"

19 / 19 papers shown

Title
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 90 1 0 13 Mar 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 131 430 0 20 Feb 2025
Stop Looking for Important Tokens in Multimodal Language Models: Duplication Matters More Zichen Wen Yifeng Gao Shaobo Wang J.N. Zhang Qintong Zhang Weijia Li Conghui He Linfeng Zhang VLM 77 9 0 17 Feb 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 272 5 0 05 Jan 2025
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction Long Xing Qidong Huang Xiaoyi Dong Jiajie Lu Pan Zhang ... Yuhang Cao Zeang Sheng Jiaqi Wang Feng Wu Dahua Lin VLM 57 35 0 22 Oct 2024
MANTIS: Interleaved Multi-Image Instruction Tuning Dongfu Jiang Xuan He Huaye Zeng Cong Wei Max Ku Qian Liu Wenhu Chen VLM MLLM 40 111 0 02 May 2024
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models Yuzhang Shang Mu Cai Bingxin Xu Yong Jae Lee Yan Yan VLM 60 116 0 22 Mar 2024
An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models Liang Chen Haozhe Zhao Tianyu Liu Shuai Bai Junyang Lin Chang Zhou Baobao Chang MLLM VLM 66 131 0 11 Mar 2024
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 37 1,977 0 11 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 142 13,788 0 15 Mar 2023
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 198 3,458 0 29 Apr 2022
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 236 1,235 0 05 Oct 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 115 999 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 394 28,659 0 26 Feb 2021
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 437 2,051 0 28 Jul 2020
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 27 1,174 0 18 Apr 2019
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 55 831 0 22 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 221 129,831 0 12 Jun 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 274 3,187 0 02 Dec 2016