Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning

17 May 2025

Papers citing "Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning"

50 / 57 papers shown

Title
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Shaolei Zhang Qingkai Fang Zhe Yang Yang Feng MLLM VLM 114 31 0 07 Jan 2025
Does VLM Classification Benefit from LLM Description Semantics? Pingchuan Ma Lennart Rietdorf Dmytro Kotovenko Vincent Tao Hu Bjorn Ommer VLM 121 1 0 16 Dec 2024
PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models Chenyu Yang Xuan Dong X. Zhu Weijie Su Jiahao Wang H. Tian Zheyu Chen Wenhai Wang Lewei Lu Jifeng Dai VLM 82 3 0 12 Dec 2024
VisionZip: Longer is Better but Not Necessary in Vision Language Models Senqiao Yang Yukang Chen Zhuotao Tian Chengyao Wang Jingyao Li Bei Yu Jiaya Jia VLM 89 31 0 05 Dec 2024
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression Yuke Zhu Chi Xie Shuang Liang Bo Zheng Sheng Guo 115 11 0 21 Nov 2024
Multi-Stage Vision Token Dropping: Towards Efficient Multimodal Large Language Model Ting Liu Liangtao Shi Richang Hong Yue Hu Quanjun Yin Linfeng Zhang MLLM VLM 46 12 0 16 Nov 2024
Don't Look Twice: Faster Video Transformers with Run-Length Tokenization Rohan Choudhury Guanglei Zhu Sihan Liu Koichiro Niinuma Kris M. Kitani László A. Jeni 43 12 0 07 Nov 2024
EZ-HOI: VLM Adaptation via Guided Prompt Learning for Zero-Shot HOI Detection Qinqian Lei Bo Wang Robby T. Tan VLM 64 5 0 31 Oct 2024
Token Compensator: Altering Inference Cost of Vision Transformer without Re-Tuning Shibo Jie Yehui Tang Jianyuan Guo Zhi-Hong Deng Kai Han Yunhe Wang VLM 50 4 0 13 Aug 2024
LLaVA-OneVision: Easy Visual Task Transfer Bo Li Yuanhan Zhang Dong Guo Renrui Zhang Feng Li Hao Zhang Kaichen Zhang Yanwei Li Ziwei Liu Chunyuan Li MLLM SyDa VLM 86 758 0 06 Aug 2024
MarvelOVD: Marrying Object Recognition and Vision-Language Models for Robust Open-Vocabulary Object Detection Kuo Wang Lechao Cheng Weikai Chen Pingping Zhang Liang Lin Fan Zhou Guanbin Li VLM ObjD 58 3 0 31 Jul 2024
LookupViT: Compressing visual information to a limited number of tokens Rajat Koner Gagan Jain Prateek Jain Volker Tresp Sujoy Paul 35 11 0 17 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 61 58 0 02 Jul 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 93 601 0 25 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 72 122 0 09 Apr 2024
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Yanwei Li Yuechen Zhang Chengyao Wang Zhisheng Zhong Yixin Chen Ruihang Chu Shaoteng Liu Jiaya Jia VLM MLLM MoE 68 225 0 27 Mar 2024
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models Yuzhang Shang Mu Cai Bingxin Xu Yong Jae Lee Yan Yan VLM 81 120 0 22 Mar 2024
LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images Ruyi Xu Yuan Yao Zonghao Guo Junbo Cui Zanlin Ni Chunjiang Ge Tat-Seng Chua Zhiyuan Liu Maosong Sun Gao Huang VLM MLLM 72 110 0 18 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 84 137 0 11 Mar 2024
DeepSeek-VL: Towards Real-World Vision-Language Understanding Haoyu Lu Wen Liu Bo Zhang Bing-Li Wang Kai Dong ... Yaofeng Sun Chengqi Deng Hanwei Xu Zhenda Xie Chong Ruan VLM 73 348 0 08 Mar 2024
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Junsu Kim Yunhoe Ku Jihyeon Kim Junuk Cha Seungryul Baek ObjD VLM 72 12 0 08 Mar 2024
LLMs Meet VLMs: Boost Open Vocabulary Object Detection with Fine-grained Descriptors Sheng Jin Xue-Qiu Jiang Jiaxing Huang Lewei Lu Shijian Lu VLM ObjD 51 26 0 07 Feb 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo Zhang Chunhua Shen VLM MLLM 56 105 0 06 Feb 2024
RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback Yufei Wang Zhanyi Sun Jesse Zhang Zhou Xian Erdem Biyik David Held Zackory M. Erickson VLM 65 56 0 06 Feb 2024
Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation data Chenhui Zhang Sherrie Wang 62 22 0 31 Jan 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 222 1,102 0 21 Dec 2023
VILA: On Pre-training for Visual Language Models Ji Lin Hongxu Yin Ming-Yu Liu Yao Lu Pavlo Molchanov Andrew Tao Huizi Mao Jan Kautz Mohammad Shoeybi Song Han MLLM VLM 67 398 0 12 Dec 2023
Honeybee: Locality-enhanced Projector for Multimodal LLM Junbum Cha Wooyoung Kang Jonghwan Mun Byungseok Roh MLLM 60 126 0 11 Dec 2023
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 118 2,636 0 01 Dec 2023
X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning Artemis Panagopoulou Le Xue Ning Yu Junnan Li Dongxu Li Shafiq Joty Ran Xu Silvio Savarese Caiming Xiong Juan Carlos Niebles VLM MLLM 99 55 0 30 Nov 2023
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Yanwei Li Chengyao Wang Jiaya Jia VLM MLLM 75 279 0 28 Nov 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 184 891 0 27 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Ziyi Lin Chris Liu Renrui Zhang Peng Gao Longtian Qiu ... Siyuan Huang Yichi Zhang Xuming He Hongsheng Li Yu Qiao MLLM VLM 62 221 0 13 Nov 2023
Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models Zhang Li Biao Yang Qiang Liu Zhiyin Ma Shuo Zhang Jingxu Yang Yabo Sun Yuliang Liu Xiang Bai MLLM 77 265 0 11 Nov 2023
CogVLM: Visual Expert for Pretrained Language Models Weihan Wang Qingsong Lv Wenmeng Yu Wenyi Hong Ji Qi ... Bin Xu Juanzi Li Yuxiao Dong Ming Ding Jie Tang VLM MLLM 65 485 0 06 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 106 2,672 0 05 Oct 2023
BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual Questions Wenbo Hu Y. Xu Yuante Li W. Li Zhe Chen Zhuowen Tu MLLM VLM 70 132 0 19 Aug 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 92 677 0 04 Aug 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 95 543 0 30 Jul 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 80 1,006 0 12 Jul 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 251 768 0 17 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 111 2,007 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 387 4,678 0 17 Apr 2023
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 401 4,508 0 30 Jan 2023
FashionVQA: A Domain-Specific Visual Question Answering System Min Wang A. Mahjoubfar Anupama Joshi 77 4 0 24 Aug 2022
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 315 3,515 0 29 Apr 2022
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Shafiq Joty Enamul Hoque AIMat 88 649 0 19 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 490 4,324 0 28 Jan 2022
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 182 1,761 0 31 Oct 2021
InfographicVQA Minesh Mathew Viraj Bagal Rubèn Pérez Tito Dimosthenis Karatzas Ernest Valveny C. V. Jawahar 74 228 0 26 Apr 2021