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"

50 / 163 papers shown

Title
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models Yonghong Tian Wenqi Shao Peng Xu Jiahao Wang Peng Gao Kaipeng Zhang Yu Qiao MQ 46 24 0 10 Jul 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations Md Tahmid Rahman Laskar Sawsan Alqahtani M Saiful Bari Mizanur Rahman Mohammad Abdullah Matin Khan ... Chee Wei Tan Md. Rizwan Parvez Enamul Hoque Shafiq R. Joty Jimmy Huang ELM ALM 29 28 0 04 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 108 13 0 01 Jul 2024
CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models Zhong-Zhi Li Ming-Liang Zhang Fei Yin Zhi-Long Ji Jin-Feng Bai Zhen-Ru Pan Fan-Hu Zeng Jian Xu Jia-Xin Zhang Cheng-Lin Liu ELM 48 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
AudioBench: A Universal Benchmark for Audio Large Language Models Bin Wang Xunlong Zou Geyu Lin Siyang Song Zhuohan Liu Wenyu Zhang Zhengyuan Liu AiTi Aw Nancy F. Chen AuLLM ELM LM&MA 92 20 0 23 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 68 3 0 17 Jun 2024
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models Hengyi Wang Haizhou Shi Shiwei Tan Weiyi Qin Wenyuan Wang Tunyu Zhang A. Nambi T. Ganu Hao Wang 71 14 0 17 Jun 2024
Concept-skill Transferability-based Data Selection for Large Vision-Language Models Jaewoo Lee Boyang Li Sung Ju Hwang VLM 43 8 0 16 Jun 2024
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags Daiqing Qi Handong Zhao Zijun Wei Sheng Li 46 2 0 16 Jun 2024
VideoGUI: A Benchmark for GUI Automation from Instructional Videos Kevin Qinghong Lin Linjie Li Difei Gao Qinchen Wu Mingyi Yan Zhengyuan Yang Lijuan Wang Mike Zheng Shou 46 10 0 14 Jun 2024
First Multi-Dimensional Evaluation of Flowchart Comprehension for Multimodal Large Language Models Enming Zhang Ruobing Yao Huanyong Liu Junhui Yu Jiale Wang ELM LRM 55 0 0 14 Jun 2024
What If We Recaption Billions of Web Images with LLaMA-3? Xianhang Li Haoqin Tu Mude Hui Zeyu Wang Bingchen Zhao ... Jieru Mei Qing Liu Huangjie Zheng Yuyin Zhou Cihang Xie VLM MLLM 44 35 0 12 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng-Shen Lin Wenbin Jiang Weiping Wang LMTD VLM 45 14 0 12 Jun 2024
F-LMM: Grounding Frozen Large Multimodal Models Size Wu Sheng Jin Wenwei Zhang Lumin Xu Wentao Liu Wei Li Chen Change Loy MLLM 80 12 0 09 Jun 2024
M3GIA: A Cognition Inspired Multilingual and Multimodal General Intelligence Ability Benchmark Wei Song Yadong Li Jianhua Xu Guowei Wu Lingfeng Ming ... Weihua Luo Houyi Li Yi Du Fangda Guo Kaicheng Yu ELM LRM 39 7 0 08 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 63 32 0 07 Jun 2024
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs Lingchen Meng Jianwei Yang Rui Tian Xiyang Dai Zuxuan Wu Jianfeng Gao Yu-Gang Jiang VLM 27 9 0 06 Jun 2024
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Yihe Deng Pan Lu Fan Yin Ziniu Hu Sheng Shen James Zou Kai-Wei Chang Wei Wang SyDa VLM LRM 44 36 0 30 May 2024
MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification Laura Fieback Jakob Spiegelberg Hanno Gottschalk MLLM 65 5 0 29 May 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 62 7 0 27 May 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 41 18 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 75 15 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 ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 67 33 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 64 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 72 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 34 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 46 28 0 18 May 2024
Xmodel-VLM: A Simple Baseline for Multimodal Vision Language Model Wanting Xu Yang Liu Langping He Xucheng Huang Ling Jiang VLM MLLM 43 2 0 15 May 2024
THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models Prannay Kaul Zhizhong Li Hao Yang Yonatan Dukler Ashwin Swaminathan C. Taylor Stefano Soatto HILM 60 16 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
DesignProbe: A Graphic Design Benchmark for Multimodal Large Language Models Jieru Lin Danqing Huang Tiejun Zhao Dechen Zhan Chin-Yew Lin VLM MLLM 35 3 0 23 Apr 2024
LLaVA-Gemma: Accelerating Multimodal Foundation Models with a Compact Language Model Musashi Hinck M. L. Olson David Cobbley Shao-Yen Tseng Vasudev Lal VLM 34 10 0 29 Mar 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 44 1 0 29 Mar 2024
Optimization-based Prompt Injection Attack to LLM-as-a-Judge Jiawen Shi Zenghui Yuan Yinuo Liu Yue Huang Pan Zhou Lichao Sun Neil Zhenqiang Gong AAML 45 39 0 26 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 55 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 36 3 0 28 Feb 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
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 130 109 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 99 65 0 19 Jan 2024
COCO is "ALL'' You Need for Visual Instruction Fine-tuning Xiaotian Han Yiqi Wang Bohan Zhai Quanzeng You Hongxia Yang VLM MLLM 33 2 0 17 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 45 24 0 03 Jan 2024
GlitchBench: Can large multimodal models detect video game glitches? Mohammad Reza Taesiri Tianjun Feng Anh Nguyen C. Bezemer MLLM VLM LRM 30 9 0 08 Dec 2023
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 35 1 0 29 Nov 2023
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Kunchang Li Yali Wang Yinan He Yizhuo Li Yi Wang ... Jilan Xu Guo Chen Ping Luo Limin Wang Yu Qiao VLM MLLM 61 399 0 28 Nov 2023
KNVQA: A Benchmark for evaluation knowledge-based VQA Sirui Cheng Siyu Zhang Jiayi Wu Muchen Lan 17 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 24 99 0 15 Nov 2023
To See is to Believe: Prompting GPT-4V for Better Visual Instruction Tuning Junke Wang Lingchen Meng Zejia Weng Bo He Zuxuan Wu Yu-Gang Jiang MLLM VLM 32 94 0 13 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 56 105 0 09 Nov 2023