Title
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? Yi-Fan Zhang Huanyu Zhang Haochen Tian Chaoyou Fu Shuangqing Zhang ... Qingsong Wen Zhang Zhang L. Wang Rong Jin Tieniu Tan OffRL 55 36 0 23 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 77 12 0 16 Aug 2024
Mini-Monkey: Multi-Scale Adaptive Cropping for Multimodal Large Language Models Mingxin Huang Yuliang Liu Dingkang Liang Lianwen Jin Xiang Bai 37 9 0 04 Aug 2024
LLaVA-Read: Enhancing Reading Ability of Multimodal Language Models Ruiyi Zhang Yufan Zhou Jian Chen Jiuxiang Gu Changyou Chen Tongfei Sun VLM 34 6 0 27 Jul 2024
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model Yiwei Ma Zhibin Wang Xiaoshuai Sun Weihuang Lin Qiang-feng Zhou Jiayi Ji Rongrong Ji MLLM VLM 39 1 0 23 Jul 2024
Token-level Correlation-guided Compression for Efficient Multimodal Document Understanding Renshan Zhang Yibo Lyu Rui Shao Gongwei Chen Weili Guan Liqiang Nie 28 9 0 19 Jul 2024
HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models Runhui Huang Xinpeng Ding Chunwei Wang J. N. Han Yulong Liu Hengshuang Zhao Hang Xu Lu Hou Wei Zhang Xiaodan Liang VLM 23 8 0 11 Jul 2024
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception Xiaotong Li Fan Zhang Haiwen Diao Yueze Wang Xinlong Wang Ling-yu Duan VLM 24 25 0 11 Jul 2024
A Single Transformer for Scalable Vision-Language Modeling Yangyi Chen Xingyao Wang Hao Peng Heng Ji LRM 40 13 0 08 Jul 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 43 98 0 03 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 37 50 0 02 Jul 2024
MMLongBench-Doc: Benchmarking Long-context Document Understanding with Visualizations Yubo Ma Yuhang Zang Liangyu Chen Meiqi Chen Yizhu Jiao ... Liangming Pan Yu-Gang Jiang Jiaqi Wang Yixin Cao Aixin Sun ELM RALM VLM 26 23 0 01 Jul 2024
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding Tao Zhang Xiangtai Li Hao Fei Haobo Yuan Shengqiong Wu Shunping Ji Chen Change Loy Shuicheng Yan LRM MLLM VLM 47 44 0 27 Jun 2024
From Efficient Multimodal Models to World Models: A Survey Xinji Mai Zeng Tao Junxiong Lin Haoran Wang Yang Chang Yanlan Kang Yan Wang Wenqiang Zhang 32 5 0 27 Jun 2024
MammothModa: Multi-Modal Large Language Model Qi She Junwen Pan Xin Wan Rui Zhang Dawei Lu Kai Huang MLLM VLM 36 1 0 26 Jun 2024
MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning Xiangyu Zhao Xiangtai Li Haodong Duan Haian Huang Yining Li Kai Chen Hua Yang VLM MLLM 37 10 0 25 Jun 2024
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 24 32 0 17 Jun 2024
Unveiling Encoder-Free Vision-Language Models Haiwen Diao Yufeng Cui Xiaotong Li Yueze Wang Huchuan Lu Xinlong Wang VLM 32 27 0 17 Jun 2024
Generative Visual Instruction Tuning Jefferson Hernandez Ruben Villegas Vicente Ordonez VLM 30 3 0 17 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 43 22 0 14 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 48 1 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 L. Wang Rong Jin 34 40 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 28 34 0 12 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 33 6 0 05 Jun 2024
Dragonfly: Multi-Resolution Zoom Supercharges Large Visual-Language Model Kezhen Chen Rahul Thapa Rahul Chalamala Ben Athiwaratkun S. Song James Y. Zou VLM 50 5 0 03 Jun 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 22 17 0 24 May 2024
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model Seonhee Cho Choonghan Kim Jiho Lee Chetan Chilkunda Sujin Choi Joo Heung Yoon 44 0 0 29 Apr 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 49 513 0 25 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 31 111 0 09 Apr 2024
CogAgent: A Visual Language Model for GUI Agents Wenyi Hong Weihan Wang Qingsong Lv Jiazheng Xu Wenmeng Yu ... Juanzi Li Bin Xu Yuxiao Dong Ming Ding Jie Tang MLLM 137 310 0 14 Dec 2023
Vary: Scaling up the Vision Vocabulary for Large Vision-Language Models Haoran Wei Lingyu Kong Jinyue Chen Liang Zhao Zheng Ge Jinrong Yang Jian‐Yuan Sun Chunrui Han Xiangyu Zhang MLLM VLM 66 73 0 11 Dec 2023
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback M. Steyvers Yuan Yao Haoye Zhang Taiwen He Yifeng Han ... Xinyue Hu Zhiyuan Liu Hai-Tao Zheng Maosong Sun Tat-Seng Chua MLLM VLM 130 176 0 01 Dec 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 116 367 0 07 Nov 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 280 0 14 Oct 2023
UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model Jiabo Ye Anwen Hu Haiyang Xu Qinghao Ye Mingshi Yan ... Ji Zhang Qin Jin Liang He Xin Lin Feiyan Huang VLM MLLM 121 83 0 08 Oct 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 247 4,186 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 207 1,089 0 20 Sep 2022