Efficient Vision-Language Models by Summarizing Visual Tokens into Compact Registers

17 October 2024

Papers citing "Efficient Vision-Language Models by Summarizing Visual Tokens into Compact Registers"

22 / 22 papers shown

Title
MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention Yucheng Li Huiqiang Jiang Chengruidong Zhang Qianhui Wu Xufang Luo ... Amir H. Abdi Dongsheng Li Jianfeng Gao Yue Yang Lili Qiu 93 3 0 22 Apr 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 220 1 0 26 Mar 2025
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models Kaichen Zhang Bo Li Peiyuan Zhang Fanyi Pu Joshua Adrian Cahyono ... Shuai Liu Yuanhan Zhang Jingkang Yang Chunyuan Li Ziwei Liu 154 101 0 17 Jul 2024
From Pixels to Prose: A Large Dataset of Dense Image Captions Vasu Singla Kaiyu Yue Sukriti Paul Reza Shirkavand Mayuka Jayawardhana Alireza Ganjdanesh Heng Huang A. Bhatele Gowthami Somepalli Tom Goldstein 3DV VLM 90 27 0 14 Jun 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 191 333 0 16 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 96 177 0 03 May 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 104 152 0 11 Mar 2024
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 254 957 0 27 Nov 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 426 4,422 0 09 Jun 2023
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 136 2,095 0 11 May 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 569 4,910 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 429 4,642 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 Ashwin Kalyan ELM ReLM LRM 288 1,296 0 20 Sep 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 418 3,602 0 29 Apr 2022
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification Yongming Rao Wenliang Zhao Benlin Liu Jiwen Lu Jie Zhou Cho-Jui Hsieh ViT 104 707 0 03 Jun 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 207 1,022 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 967 29,810 0 26 Feb 2021
Memory Transformer Andrey Kravchenko Yuri Kuratov Anton Peganov Grigory V. Sapunov RALM 70 72 0 20 Jun 2020
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 111 1,253 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 114 861 0 22 Feb 2018
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 352 3,270 0 02 Dec 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 426 43,814 0 01 May 2014