MoAI: Mixture of All Intelligence for Large Language and Vision Models

12 March 2024

Chae Won Kim

Papers citing "MoAI: Mixture of All Intelligence for Large Language and Vision Models"

27 / 27 papers shown

Title
Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding Zining Wang Tongkun Guan Pei Fu Chen Duan Qianyi Jiang Zhentao Guo Shan Guo Junfeng Luo Wei-Ming Shen Xiaokang Yang MLLM VLM 71 0 0 18 Mar 2025
A Token-level Text Image Foundation Model for Document Understanding Tongkun Guan Zining Wang Pei Fu Zhengtao Guo Wei-Ming Shen ... Chen Duan Hao Sun Qianyi Jiang Junfeng Luo Xiaokang Yang VLM 45 0 0 04 Mar 2025
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts Zhongyang Li Ziyue Li Dinesh Manocha MoE 53 0 0 27 Feb 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 47 2 0 13 Jan 2025
Intriguing Properties of Large Language and Vision Models Young-Jun Lee ByungSoo Ko Han-Gyu Kim Yechan Hwang Ho-Jin Choi LRM VLM 43 0 0 07 Oct 2024
Phantom of Latent for Large Language and Vision Models Byung-Kwan Lee Sangyun Chung Chae Won Kim Beomchan Park Yong Man Ro VLM LRM 39 6 0 23 Sep 2024
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders Min Shi Fuxiao Liu Shihao Wang Shijia Liao Subhashree Radhakrishnan ... Andrew Tao Andrew Tao Zhiding Yu Guilin Liu Guilin Liu MLLM 30 53 0 28 Aug 2024
Building and better understanding vision-language models: insights and future directions Hugo Laurençon Andrés Marafioti Victor Sanh Léo Tronchon VLM 42 61 0 22 Aug 2024
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs Sukmin Yun Haokun Lin Rusiru Thushara Mohammad Qazim Bhat Yongxin Wang ... Timothy Baldwin Zhengzhong Liu Eric P. Xing Xiaodan Liang Zhiqiang Shen 54 10 0 28 Jun 2024
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model Longrong Yang Dong Shen Chaoxiang Cai Fan Yang Size Li Di Zhang Xi Li MoE 56 2 0 28 Jun 2024
TroL: Traversal of Layers for Large Language and Vision Models Byung-Kwan Lee Sangyun Chung Chae Won Kim Beomchan Park Yong Man Ro 32 6 0 18 Jun 2024
CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models Junho Kim Hyunjun Kim Yeonju Kim Yong Man Ro MLLM 55 10 0 04 Jun 2024
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models Byung-Kwan Lee Chae Won Kim Beomchan Park Yonghyun Ro MLLM LRM 38 18 0 24 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 156 0 03 May 2024
Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models Songtao Jiang Tuo Zheng Yan Zhang Yeying Jin Li Yuan Zuozhu Liu MoE 29 14 0 16 Apr 2024
CoLLaVO: Crayon Large Language and Vision mOdel Byung-Kwan Lee Beomchan Park Chae Won Kim Yonghyun Ro VLM MLLM 32 16 0 17 Feb 2024
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 126 375 0 07 Nov 2023
Large Language Models can Share Images, Too! Young-Jun Lee Dokyong Lee Joo Won Sung Jonghwan Hyeon Ho-Jin Choi MLLM 24 2 0 23 Oct 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 441 0 14 Oct 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 208 900 0 27 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 272 4,244 0 30 Jan 2023
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue Dataset Young-Jun Lee ByungSoo Ko Han-Gyu Kim Jonghwan Hyeon Ho-Jin Choi 24 7 0 08 Dec 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 313 11,953 0 04 Mar 2022
Mixture-of-Experts with Expert Choice Routing Yan-Quan Zhou Tao Lei Han-Chu Liu Nan Du Yanping Huang Vincent Zhao Andrew M. Dai Zhifeng Chen Quoc V. Le James Laudon MoE 160 327 0 18 Feb 2022
TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models Minghao Li Tengchao Lv Jingye Chen Lei Cui Yijuan Lu D. Florêncio Cha Zhang Zhoujun Li Furu Wei ViT 98 343 0 21 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 253 1,828 0 18 Aug 2016