MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

4 August 2023

Weihao Yu

Zicheng Liu

Papers citing "MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities"

32 / 132 papers shown

Title
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models Byung-Kwan Lee Chae Won Kim Beomchan Park Yonghyun Ro MLLM LRM 22 17 0 24 May 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Tianyi Zhou Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 58 33 0 24 May 2024
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception Run Luo Yunshui Li Longze Chen Wanwei He Ting-En Lin ... Zikai Song Xiaobo Xia Tongliang Liu Min Yang Binyuan Hui VLM DiffM 67 14 0 24 May 2024
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models Yongxin Guo Zhenglin Cheng Xiaoying Tang Tao R. Lin Tao Lin MoE 48 7 0 23 May 2024
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models Jiaqi Li Qianshan Wei Chuanyi Zhang Guilin Qi Miaozeng Du Yongrui Chen Sheng Bi Fan Liu VLM MU 67 12 0 21 May 2024
TinyLLaVA Factory: A Modularized Codebase for Small-scale Large Multimodal Models Junlong Jia Ying Hu Xi Weng Yiming Shi Miao Li ... Baichuan Zhou Ziyu Liu Jie Luo Lei Huang Ji Wu 30 9 0 20 May 2024
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts Yunxin Li Shenyuan Jiang Baotian Hu Longyue Wang Wanqi Zhong Wenhan Luo Lin Ma Min-Ling Zhang MoE 32 27 0 18 May 2024
THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models Prannay Kaul Zhizhong Li Hao-Yu Yang Yonatan Dukler Ashwin Swaminathan C. Taylor Stefano Soatto HILM 46 15 0 08 May 2024
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs An Yan Zhengyuan Yang Junda Wu Wanrong Zhu Jianwei Yang ... K. Lin Jianfeng Wang Julian McAuley Jianfeng Gao Lijuan Wang LRM 34 12 0 25 Apr 2024
Constructing Multilingual Visual-Text Datasets Revealing Visual Multilingual Ability of Vision Language Models Jesse Atuhurra Iqra Ali Tatsuya Hiraoka Hidetaka Kamigaito Tomoya Iwakura Taro Watanabe 38 1 0 29 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 43 3 0 07 Mar 2024
TempCompass: Do Video LLMs Really Understand Videos? Yuanxin Liu Shicheng Li Yi Liu Yuxiang Wang Shuhuai Ren Lei Li Sishuo Chen Xu Sun Lu Hou VLM 41 98 0 01 Mar 2024
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models Xiujie Song Mengyue Wu Ke Zhu Chunhao Zhang Yanyi Chen LRM ELM 31 3 0 28 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 123 106 0 08 Feb 2024
Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences Xiyao Wang Yuhang Zhou Xiaoyu Liu Hongjin Lu Yuancheng Xu ... Taixi Lu Gedas Bertasius Mohit Bansal Huaxiu Yao Furong Huang LRM VLM 79 65 0 19 Jan 2024
GOAT-Bench: Safety Insights to Large Multimodal Models through Meme-Based Social Abuse Hongzhan Lin Ziyang Luo Bo Wang Ruichao Yang Jing Ma 25 24 0 03 Jan 2024
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels? Xiujun Li Yujie Lu Zhe Gan Jianfeng Gao William Yang Wang Yejin Choi VLM MLLM 28 1 0 29 Nov 2023
KNVQA: A Benchmark for evaluation knowledge-based VQA Sirui Cheng Siyu Zhang Jiayi Wu Muchen Lan 9 1 0 21 Nov 2023
MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning Fuxiao Liu Xiaoyang Wang Wenlin Yao Jianshu Chen Kaiqiang Song Sangwoo Cho Yaser Yacoob Dong Yu 21 98 0 15 Nov 2023
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents Shilong Liu Hao Cheng Haotian Liu Hao Zhang Feng Li ... Hang Su Jun Zhu Lei Zhang Jianfeng Gao Chun-yue Li MLLM VLM 47 102 0 09 Nov 2023
JudgeLM: Fine-tuned Large Language Models are Scalable Judges Lianghui Zhu Xinggang Wang Xinlong Wang ELM ALM 54 106 0 26 Oct 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 206 559 0 03 May 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 203 883 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 206 2,232 0 22 Mar 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
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 303 11,730 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 385 4,010 0 28 Jan 2022
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing Junyi Ao Rui Wang Long Zhou Chengyi Wang Shuo Ren ... Yu Zhang Zhihua Wei Yao Qian Jinyu Li Furu Wei 110 192 0 14 Oct 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 233 341 0 22 Sep 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 169 401 0 10 Sep 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 1,077 0 17 Feb 2021