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
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput Bo Zhang Shuo Li Runhe Tian Yang Yang Jixin Tang Jinhao Zhou Lin Ma VLM 30 0 0 14 May 2025
Visual Instruction Tuning with Chain of Region-of-Interest Yixin Chen Shuai Zhang Boran Han Bernie Wang 26 0 0 11 May 2025
SITE: towards Spatial Intelligence Thorough Evaluation Luu Anh Tuan Reuben Tan Pengyue Zhu Jianwei Yang Zhengyuan Yang Lijuan Wang Andrey Kolobov Jianfeng Gao Boqing Gong 45 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 70 0 0 08 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 79 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Xuzhi Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 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 83 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 60 2 0 04 May 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Chenkai Zhang Yiming Lei Ziqiang Liu Haitao Leng Shaoguo Liu Tingting Gao Qingjie Liu Yunhong Wang AI4TS 56 0 0 30 Apr 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 95 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 Zhaoxin Fan MLLM 71 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 Ziqiang Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 99 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 59 0 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Zhaobo Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Joey Tianyi Zhou Huaxiu Yao 63 1 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 164 1 0 25 Apr 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models Xiaozhong Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Heng Chang Jun Zhu MLLM 154 0 0 25 Apr 2025
Token Sequence Compression for Efficient Multimodal Computing Yasmine Omri Parth Shroff Thierry Tambe 58 0 0 24 Apr 2025
V $^2$ R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations Zhiyuan Fan Yumeng Wang Sandeep Polisetty Yi Ren Fung 50 0 0 23 Apr 2025
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs Zehao Wang Senthil Purushwalkam Caiming Xiong Siyang Song Chenhui Xu Ran 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 ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 15 1 14 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Tengjiao Wang Conghui He Wentao Zhang MLLM 59 0 0 14 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Zhiqi Huang Zihao Huang Zijia Zhao Zhengzhang Chen Zongyu Lin MLLM VLM MoE 207 4 0 10 Apr 2025
Perception-R1: Pioneering Perception Policy with Reinforcement Learning En Yu Kangheng Lin Liang Zhao Jisheng Yin Yana Wei ... Zheng Ge Xiangyu Zhang Daxin Jiang Jingyu Wang Wenbing Tao VLM OffRL LRM 40 3 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 Dahua Lin Jiaqi Wang OffRL 60 1 0 10 Apr 2025
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models Xiangxi Zheng Linjie Li Zhengyuan Yang Ping Yu Alex Jinpeng Wang Rui Yan Yuan Yao Lijuan Wang LRM 26 0 0 08 Apr 2025
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal Prompting Yunlong Tang Jing Bi Chao Huang Susan Liang Daiki Shimada ... Jinxi He Liu He Zeliang Zhang Jiebo Luo Chenliang Xu 37 0 0 07 Apr 2025
JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model Yi Nian Shenzhe Zhu Yuehan Qin Li Li Ziyi Wang Chaowei Xiao Yue Zhao 30 0 0 03 Apr 2025
Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks Jiawei Wang Yushen Zuo Yuanjun Chai Ziqiang Liu Yichen Fu Yichun Feng Kin-Man Lam AAML VLM 44 0 0 02 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 75 0 0 01 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 94 0 0 29 Mar 2025
Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis J. Huang Baoxiong Jia Yue Wang Ziyu Zhu Xiongkun Linghu Qing Li Song-Chun Zhu Siyuan Huang 84 3 0 28 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 77 0 0 26 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 95 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 54 0 0 25 Mar 2025
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models Yinan Liang Zehua Wang Xiuwei Xu Jie Zhou Jiwen Lu VLM LRM 51 0 0 19 Mar 2025
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies Wei Song Yue Wang Zijia Song Yadong Li Haoze Sun Xin Wu Guosheng Dong Jianhua Xu Jiaqi Wang Kaicheng Yu 60 2 0 18 Mar 2025
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM Xinyu Fang Z. Chen Kai Lan Lixin Ma Shengyuan Ding ... Zicheng Zhang Guofeng Zhang Haodong Duan K. Chen Dahua Lin MLLM 66 1 0 18 Mar 2025
TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models Xudong Tan Peng Ye Chongjun Tu Jianjian Cao Yaoxin Yang Lin Zhang Dongzhan Zhou Tao Chen VLM 56 0 0 13 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 49 1 0 13 Mar 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Yiming Jia Jiashi Li Xiang Yue Bo Li Ping Nie Kai Zou Wenhu Chen LRM 79 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 54 0 0 11 Mar 2025
Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation Beitao Chen Xinyu Lyu Lianli Gao Jingkuan Song H. Shen 70 1 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 166 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 58 1 0 04 Mar 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 90 3 0 26 Feb 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 76 0 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 126 7 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 82 8 0 21 Feb 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 75 0 0 20 Feb 2025
From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education Yi-Fan Zhang Hang Li D. Song Lichao Sun Tianlong Xu Qingsong Wen LLMAG LRM 93 2 0 20 Feb 2025