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2403.06764
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An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
11 March 2024
Liang Chen
Haozhe Zhao
Tianyu Liu
Shuai Bai
Junyang Lin
Chang Zhou
Baobao Chang
MLLM
VLM
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Papers citing
"An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models"
26 / 26 papers shown
Title
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
51
0
0
24 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
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs
Z. Wang
Senthil Purushwalkam
Caiming Xiong
S.
Heng Ji
R. Xu
36
0
0
23 Apr 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
108
0
0
26 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
62
2
0
13 Mar 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers
Ruanjun Li
Yuedong Tan
Yuanming Shi
Jiawei Shao
VLM
75
0
0
12 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
62
0
0
10 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models
Saeed Ranjbar Alvar
Gursimran Singh
Mohammad Akbari
Yong Zhang
VLM
71
0
0
04 Mar 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference
Zhihang Lin
Mingbao Lin
Luxi Lin
Rongrong Ji
51
16
0
28 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
69
3
0
05 Jan 2025
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding
Xiao Wang
Qingyi Si
Jianlong Wu
Shiyu Zhu
Li Cao
Liqiang Nie
VLM
70
6
0
29 Dec 2024
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer
H. Chen
Z. Wang
X. Li
X. Sun
Fangyi Chen
Jiang Liu
J. Wang
Bhiksha Raj
Zicheng Liu
Emad Barsoum
VLM
103
6
0
14 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
88
11
0
02 Dec 2024
Principles of Visual Tokens for Efficient Video Understanding
Xinyue Hao
Gen Li
Shreyank N. Gowda
Robert B Fisher
Jonathan Huang
Anurag Arnab
Laura Sevilla-Lara
73
0
0
20 Nov 2024
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction
Long Xing
Qidong Huang
Xiaoyi Dong
Jiajie Lu
Pan Zhang
...
Yuhang Cao
Conghui He
Jiaqi Wang
Feng Wu
Dahua Lin
VLM
40
25
0
22 Oct 2024
Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs
Javier Marin
LRM
50
0
0
06 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
Wenhao Chai
Enxin Song
Y. Du
Chenlin Meng
Vashisht Madhavan
Omer Bar-Tal
Jeng-Neng Hwang
Saining Xie
Christopher D. Manning
3DV
63
25
0
04 Oct 2024
EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model
Feipeng Ma
Yizhou Zhou
Hebei Li
Zilong He
Siying Wu
Fengyun Rao
Siying Wu
Fengyun Rao
Yueyi Zhang
Xiaoyan Sun
29
3
0
21 Aug 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
Fushuo Huo
Wenchao Xu
Zhong Zhang
Haozhao Wang
Zhicheng Chen
Peilin Zhao
VLM
MLLM
58
18
0
04 Aug 2024
ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models
Ming-Kuan Wu
Xinyue Cai
Jiayi Ji
Jiale Li
Oucheng Huang
Gen Luo
Hao Fei
Xiaoshuai Sun
Rongrong Ji
MLLM
40
7
0
31 Jul 2024
MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation
Jinsheng Huang
Liang Chen
Taian Guo
Fu Zeng
Yusheng Zhao
...
Wei Ju
Luchen Liu
Tianyu Liu
Baobao Chang
Ming Zhang
34
5
0
29 Jun 2024
Silkie: Preference Distillation for Large Visual Language Models
Lei Li
Zhihui Xie
Mukai Li
Shunian Chen
Peiyi Wang
Liang Chen
Yazheng Yang
Benyou Wang
Lingpeng Kong
MLLM
96
67
0
17 Dec 2023
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
Bin Lin
Yang Ye
Bin Zhu
Jiaxi Cui
Munan Ning
Peng Jin
Li-ming Yuan
VLM
MLLM
185
576
0
16 Nov 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
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
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