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 / 121 papers shown

Title
SITE: towards Spatial Intelligence Thorough Evaluation W. Wang Reuben Tan Pengyue Zhu Jianwei Yang Zhengyuan Yang Lijuan Wang Andrey Kolobov Jianfeng Gao Boqing Gong 41 0 0 08 May 2025
TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation Haokun Lin Teng Wang Yixiao Ge Yuying Ge Zhichao Lu Ying Wei Qingfu Zhang Zhenan Sun Ying Shan MLLM VLM 64 0 0 08 May 2025
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 59 0 0 05 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 74 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 57 0 0 05 May 2025
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation Meng-Hao Guo Jiajun Xu Yi Zhang Jiaxi Song Haoyang Peng ... Yongming Rao Houwen Peng Han Hu Gordon Wetzstein Shi-Min Hu ELM LRM 52 0 0 04 May 2025
Rethinking Visual Layer Selection in Multimodal LLMs H. Chen Junyan Lin Xinhao Chen Yue Fan Xin Jin Hui Su Jianfeng Dong Jinlan Fu Xiaoyu Shen VLM 93 0 0 30 Apr 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Chenkai Zhang Yiming Lei Z. Liu Haitao Leng Shaoguo Liu Tingting Gao Qingjie Liu Yunhong Wang AI4TS 46 0 0 30 Apr 2025
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception Yuanchen Wu Lu Zhang Hang Yao Junlong Du Ke Yan Shouhong Ding Yunsheng Wu X. Li MLLM 68 0 0 29 Apr 2025
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
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 54 0 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Z. Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Mohit Bansal Huaxiu Yao 54 0 0 27 Apr 2025
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 74 0 0 25 Apr 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models J. Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Y. Li J. Zhu MLLM 67 0 0 25 Apr 2025
Token Sequence Compression for Efficient Multimodal Computing Yasmine Omri Parth Shroff Thierry Tambe 51 0 0 24 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Z. Wang Senthil Purushwalkam Caiming Xiong S. Heng Ji R. Xu 38 0 0 23 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 66 6 1 14 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Zhiqi Huang Zihao Huang Zijia Zhao Z. Chen Zongyu Lin MLLM VLM MoE 106 0 0 10 Apr 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Y. Cao D. Lin Jiaqi Wang OffRL 51 1 0 10 Apr 2025
JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model Yi Nian Shenzhe Zhu Yuehan Qin Li Li Z. Wang Chaowei Xiao Yue Zhao 21 0 0 03 Apr 2025
Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks Jiawei Wang Yushen Zuo Yuanjun Chai Z. Liu Yichen Fu Yichun Feng Kin-Man Lam AAML VLM 38 0 0 02 Apr 2025
From Flatland to Space: Teaching Vision-Language Models to Perceive and Reason in 3D Jiahui Zhang Yurui Chen Yanpeng Zhou Yueming Xu Ze Huang ... Xinyue Cai G. Huang Xingyue Quan Hang Xu Li Zhang LRM 87 0 0 29 Mar 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 90 0 0 26 Mar 2025
RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models Mehdi Moshtaghi Siavash H. Khajavi Joni Pajarinen VLM 41 0 0 25 Mar 2025
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies Wei Song Y. Wang Zijia Song Yadong Li Haoze Sun Weipeng Chen Zenan Zhou Jianhua Xu Jiaqi Wang Kaicheng Yu 60 2 0 18 Mar 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Yiming Jia J. Li Xiang Yue Bo Li Ping Nie Kai Zou Wenhu Chen LRM 74 2 0 13 Mar 2025
Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis Letian Zhang Quan Cui Bingchen Zhao Cheng Yang MLLM SyDa 49 0 0 11 Mar 2025
Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning Bardia Safaei Faizan Siddiqui Jiacong Xu Vishal M. Patel Shao-Yuan Lo VLM 78 0 0 10 Mar 2025
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs Wei-Yao Wang Zhao Wang Helen Suzuki Yoshiyuki Kobayashi LRM 50 1 0 04 Mar 2025
Nexus-O: An Omni-Perceptive And -Interactive Model for Language, Audio, And Vision Che Liu Yingji Zhang D. Zhang Weijie Zhang Chenggong Gong ... André Freitas Qifan Wang Z. Xu Rongjuncheng Zhang Yong Dai AuLLM 63 0 0 26 Feb 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 77 3 0 26 Feb 2025
OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference Xiangyu Zhao Shengyuan Ding Zicheng Zhang Haian Huang Maosong Cao ... Wenhai Wang Guangtao Zhai Haodong Duan Hua Yang Kai Chen 95 6 0 25 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 71 8 0 21 Feb 2025
Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis J. Zhao M. Wang Miao Zhang Yuzhang Shang Xuebo Liu Yaowei Wang Min Zhang Liqiang Nie MQ 56 1 0 18 Feb 2025
Understanding and Rectifying Safety Perception Distortion in VLMs Xiaohan Zou Jian Kang George Kesidis Lu Lin 96 0 0 18 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng J. Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 84 5 0 08 Feb 2025
ImageRef-VL: Enabling Contextual Image Referencing in Vision-Language Models Jingwei Yi Junhao Yin Ju Xu Peng Bao Y. Wang Wei Fan H. Wang 39 0 0 20 Jan 2025
Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding Z. Chen Mingxiao Li Z. Chen Nan Du Xiaolong Li Yuexian Zou 53 0 0 19 Jan 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang D. Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 104 102 0 10 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 50 3 0 06 Jan 2025
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks Jiannan Wu Muyan Zhong Sen Xing Zeqiang Lai Zhaoyang Liu ... Lewei Lu Tong Lu Ping Luo Yu Qiao Jifeng Dai MLLM VLM LRM 91 45 0 03 Jan 2025
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip H. S. Torr VLM ObjD 117 0 0 12 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 89 5 0 05 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
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 102 6 0 27 Nov 2024
All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages Ashmal Vayani Dinura Dissanayake Hasindri Watawana Noor Ahsan Nevasini Sasikumar ... Monojit Choudhury Ivan Laptev Mubarak Shah Salman Khan Fahad A Khan 124 8 0 25 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 55 45 1 15 Nov 2024
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 60 5 0 03 Nov 2024
AutoBench-V: Can Large Vision-Language Models Benchmark Themselves? Han Bao Yue Huang Yanbo Wang Jiayi Ye Xiangqi Wang Xiuying Chen Mohamed Elhoseiny X. Zhang Mohamed Elhoseiny Xiangliang Zhang 47 7 0 28 Oct 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 42 25 0 22 Oct 2024