Title
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs Ziyu Liu Tao Chu Yuhang Zang Xilin Wei Xiaoyi Dong ... Zijian Liang Yuanjun Xiong Yu Qiao Dahua Lin Jiaqi Wang VLM 102 43 0 17 Jun 2024
Improving Multi-Agent Debate with Sparse Communication Topology Yunxuan Li Yibing Du Jiageng Zhang Le Hou Peter Grabowski Yeqing Li Eugene Ie LLMAG 98 25 0 17 Jun 2024
GeoGPT4V: Towards Geometric Multi-modal Large Language Models with Geometric Image Generation Shihao Cai Keqin Bao Hangyu Guo Jizhi Zhang Jun Song Bo Zheng 87 18 0 17 Jun 2024
VideoVista: A Versatile Benchmark for Video Understanding and Reasoning Yunxin Li Xinyu Chen Baotian Hu Longyue Wang Haoyuan Shi Min Zhang MLLM LRM 167 38 0 17 Jun 2024
MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens Anas Awadalla Le Xue Oscar Lo Manli Shu Hannah Lee ... Silvio Savarese Caiming Xiong Ran Xu Yejin Choi Ludwig Schmidt 132 28 0 17 Jun 2024
Generative Visual Instruction Tuning Jefferson Hernandez Ruben Villegas Vicente Ordonez VLM 71 4 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 139 22 0 17 Jun 2024
Multimodal Structured Generation: CVPR's 2nd MMFM Challenge Technical Report Franz Louis Cesista VGen 133 6 0 17 Jun 2024
WildVision: Evaluating Vision-Language Models in the Wild with Human Preferences Yujie Lu Dongfu Jiang Wenhu Chen William Yang Wang Yejin Choi Bill Yuchen Lin VLM 112 33 0 16 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 142 43 0 16 Jun 2024
GPT-4o: Visual perception performance of multimodal large language models in piglet activity understanding Yiqi Wu Xiaodan Hu Ziming Fu Siling Zhou Jiangong Li MLLM 73 12 0 14 Jun 2024
Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming Victor-Alexandru Pădurean Adish Singla ELM 115 4 0 14 Jun 2024
ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation Cheng Yang Chufan Shi Yaxin Liu Bo Shui Junjie Wang ... Yuxiang Zhang Gongye Liu Xiaomei Nie Deng Cai Yujiu Yang MLLM LRM 115 26 0 14 Jun 2024
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding Fei Wang Xingyu Fu James Y. Huang Zekun Li Qin Liu ... Kai-Wei Chang Dan Roth Sheng Zhang Hoifung Poon Muhao Chen VLM 133 59 0 13 Jun 2024
ReMI: A Dataset for Reasoning with Multiple Images Mehran Kazemi Nishanth Dikkala Ankit Anand Petar Dević Ishita Dasgupta ... Bahare Fatemi Pranjal Awasthi Dee Guo Sreenivas Gollapudi Ahmed Qureshi LRM VLM 110 17 0 13 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 141 23 0 13 Jun 2024
AlignMMBench: Evaluating Chinese Multimodal Alignment in Large Vision-Language Models Yuhang Wu Wenmeng Yu Yean Cheng Yan Wang Xiaohan Zhang Jiazheng Xu Ming Ding Yuxiao Dong 102 2 0 13 Jun 2024
Beyond LLaVA-HD: Diving into High-Resolution Large Multimodal Models Yi-Fan Zhang Qingsong Wen Chaoyou Fu Xue Wang Zhang Zhang Liwen Wang Rong Jin 135 46 0 12 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 94 42 0 12 Jun 2024
MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos Xuehai He Weixi Feng Kaizhi Zheng Yujie Lu Wanrong Zhu ... Zhengyuan Yang Kevin Lin William Yang Wang Lijuan Wang Xin Eric Wang VGen LRM 135 22 0 12 Jun 2024
Needle In A Multimodal Haystack Weiyun Wang Shuibo Zhang Yiming Ren Yuchen Duan Tiantong Li ... Ping Luo Yu Qiao Jifeng Dai Wenqi Shao Wenhai Wang VLM 116 24 0 11 Jun 2024
Can I understand what I create? Self-Knowledge Evaluation of Large Language Models Zhiquan Tan Lai Wei Jindong Wang Xing Xie Weiran Huang ELM LRM 69 5 0 10 Jun 2024
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models Peng Xia Ze Chen Juanxi Tian Yangrui Gong Ruibo Hou ... Jimeng Sun Zongyuan Ge Gang Li James Zou Huaxiu Yao MU VLM 121 40 0 10 Jun 2024
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark David Romero Chenyang Lyu Haryo Akbarianto Wibowo Teresa Lynn Injy Hamed ... Oana Ignat Joan Nwatu Rada Mihalcea Thamar Solorio Alham Fikri Aji 117 43 0 10 Jun 2024
Solution for SMART-101 Challenge of CVPR Multi-modal Algorithmic Reasoning Task 2024 Jinwoo Ahn Junhyeok Park Min-Jun Kim Kang-Hyeon Kim So-Yeong Sohn Yun-Ji Lee Du-Seong Chang Yu-Jung Heo Eun-Sol Kim LRM 70 0 0 10 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 75 8 0 08 Jun 2024
DiffuSyn Bench: Evaluating Vision-Language Models on Real-World Complexities with Diffusion-Generated Synthetic Benchmarks Haokun Zhou Yipeng Hong VLM EGVM 74 1 0 06 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 90 9 0 06 Jun 2024
Improving Alignment and Robustness with Circuit Breakers Andy Zou Long Phan Justin Wang Derek Duenas Maxwell Lin Maksym Andriushchenko Rowan Wang Zico Kolter Matt Fredrikson Dan Hendrycks AAML 147 114 0 06 Jun 2024
POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models Jianben He Xingbo Wang Shiyi Liu Guande Wu Claudio Silva Huamin Qu LRM 64 3 0 06 Jun 2024
Wings: Learning Multimodal LLMs without Text-only Forgetting Yi-Kai Zhang Shiyin Lu Yang Li Yanqing Ma Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye VLM 128 10 0 05 Jun 2024
HelloFresh: LLM Evaluations on Streams of Real-World Human Editorial Actions across X Community Notes and Wikipedia edits Tim Franzmeyer Aleksandar Shtedritski Samuel Albanie Philip Torr João F. Henriques Jakob N. Foerster 54 1 0 05 Jun 2024
A-Bench: Are LMMs Masters at Evaluating AI-generated Images? Zicheng Zhang H. Wu Chunyi Li Yingjie Zhou Wei Sun Xiongkuo Min Zijian Chen Xiaohong Liu Weisi Lin Guangtao Zhai EGVM 145 18 0 05 Jun 2024
Dragonfly: Multi-Resolution Zoom Supercharges Large Visual-Language Model Kezhen Chen Rahul Thapa Rahul Chalamala Ben Athiwaratkun Shuaiwen Leon Song James Zou VLM 98 5 0 03 Jun 2024
Ovis: Structural Embedding Alignment for Multimodal Large Language Model Shiyin Lu Yang Li Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Han-Jia Ye VLM MLLM 141 55 0 31 May 2024
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis Chaoyou Fu Yuhan Dai Yondong Luo Lei Li Shuhuai Ren ... Xiawu Zheng Enhong Chen Caifeng Shan Xing Sun Xing Sun VLM MLLM 179 421 0 31 May 2024
Visual Perception by Large Language Model's Weights Feipeng Ma Hongwei Xue Guangting Wang Yizhou Zhou Fengyun Rao Shilin Yan Yueyi Zhang Siying Wu Mike Zheng Shou Xiaoyan Sun VLM 66 8 0 30 May 2024
LLMGeo: Benchmarking Large Language Models on Image Geolocation In-the-wild Zhiqiang Wang Dejia Xu Rana Muhammad Shahroz Khan Yanbin Lin Zhiwen Fan Xingquan Zhu 77 4 0 30 May 2024
X-VILA: Cross-Modality Alignment for Large Language Model Hanrong Ye De-An Huang Yao Lu Zhiding Yu Ming-Yu Liu ... Jan Kautz Song Han Dan Xu Pavlo Molchanov Hongxu Yin MLLM VLM 86 35 0 29 May 2024
Benchmarking and Improving Detail Image Caption Hongyuan Dong Jiawen Li Bohong Wu Jiacong Wang Yuan Zhang Haoyuan Guo VLM MLLM 103 31 0 29 May 2024
Why are Visually-Grounded Language Models Bad at Image Classification? Yuhui Zhang Alyssa Unell Xiaohan Wang Dhruba Ghosh Yuchang Su Ludwig Schmidt Serena Yeung-Levy VLM 94 37 0 28 May 2024
Matryoshka Multimodal Models Mu Cai Jianwei Yang Jianfeng Gao Yong Jae Lee VLM 121 33 0 27 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 185 17 0 27 May 2024
M $^3$ CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought Qiguang Chen Libo Qin Jin Zhang Zhi Chen Xiao Xu Wanxiang Che LRM 121 61 0 26 May 2024
ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models Chunjiang Ge Sijie Cheng Xiangqi Jin Jiale Yuan Yuan Gao Jun Song Shiji Song Gao Huang Bo Zheng MLLM VLM 93 17 0 24 May 2024
M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal Models Hongyu Wang Jiayu Xu Senwei Xie Ruiping Wang Jialin Li Zhaojie Xie Bin Zhang Chuyan Xiong Xilin Chen ELM VLM LRM 157 6 0 24 May 2024
Calibrated Self-Rewarding Vision Language Models Yiyang Zhou Zhiyuan Fan Dongjie Cheng Sihan Yang Zhaorun Chen Chenhang Cui Xiyao Wang Yun Li Linjun Zhang Huaxiu Yao VLM 143 34 0 23 May 2024
Unveiling the Tapestry of Consistency in Large Vision-Language Models Yuan Zhang Fei Xiao Tao Huang Chun-Kai Fan Hongyuan Dong Jiawen Li Jiacong Wang Kuan Cheng Shanghang Zhang Haoyuan Guo 124 11 0 23 May 2024
Dense Connector for MLLMs Huanjin Yao Wenhao Wu Taojiannan Yang Yuxin Song Mengxi Zhang Haocheng Feng Yifan Sun Zhiheng Li Wanli Ouyang Jingdong Wang MLLM VLM 102 25 0 22 May 2024
Imp: Highly Capable Large Multimodal Models for Mobile Devices Zhenwei Shao Zhou Yu Jun Yu Xuecheng Ouyang Lihao Zheng Zhenbiao Gai Mingyang Wang Jiajun Ding 67 11 0 20 May 2024