Title
Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training Yiran Chen Hao Peng Tong Zhang Heng Ji VLM 110 0 0 13 May 2025
Emu3: Next-Token Prediction is All You Need Xinlong Wang Xiaosong Zhang Zhengxiong Luo Quan-Sen Sun Yufeng Cui ... Xi Yang Jingjing Liu Yonghua Lin Tiejun Huang Zhongyuan Wang MLLM 132 277 0 27 Sep 2024
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model Chunting Zhou Lili Yu Arun Babu Kushal Tirumala Michihiro Yasunaga Leonid Shamis Jacob Kahn Xuezhe Ma Luke Zettlemoyer Omer Levy DiffM 137 209 0 20 Aug 2024
MiniCPM-V: A GPT-4V Level MLLM on Your Phone Yuan Yao Tianyu Yu Ao Zhang Chongyi Wang Junbo Cui ... Xu Han Guoyang Zeng Dahai Li Zhiyuan Liu Maosong Sun VLM MLLM 173 529 0 03 Aug 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 98 11 0 11 Jul 2024
A Single Transformer for Scalable Vision-Language Modeling Yangyi Chen Xingyao Wang Hao Peng Heng Ji LRM 107 23 0 08 Jul 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 104 47 0 17 Jun 2024
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Muhammad Maaz H. Rasheed Salman Khan Fahad A Khan VLM MLLM 102 66 0 13 Jun 2024
Learning 1D Causal Visual Representation with De-focus Attention Networks Chenxin Tao Xizhou Zhu Shiqian Su Lewei Lu Changyao Tian ... Gao Huang Hongsheng Li Ping Luo Jie Zhou Jifeng Dai 136 2 0 06 Jun 2024
STAR: A Benchmark for Situated Reasoning in Real-World Videos Bo Wu Shoubin Yu Zhenfang Chen Joshua B. Tenenbaum Chuang Gan 180 206 0 15 May 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 233 696 0 25 Apr 2024
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone Marah Abdin Sam Ade Jacobs A. A. Awan J. Aneja Ahmed Hassan Awadallah ... Li Zhang Yi Zhang Yue Zhang Yunan Zhang Xiren Zhou LRM ALM 257 1,374 0 22 Apr 2024
mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding Anwen Hu Haiyang Xu Jiabo Ye Mingshi Yan Liang Zhang ... Chen Li Ji Zhang Qin Jin Fei Huang Jingren Zhou VLM 117 138 0 19 Mar 2024
LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images Ruyi Xu Yuan Yao Zonghao Guo Junbo Cui Zanlin Ni Chunjiang Ge Tat-Seng Chua Zhiyuan Liu Maosong Sun Gao Huang VLM MLLM 154 130 0 18 Mar 2024
MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training Brandon McKinzie Zhe Gan J. Fauconnier Sam Dodge Bowen Zhang ... Zirui Wang Ruoming Pang Peter Grasch Alexander Toshev Yinfei Yang MLLM 169 212 0 14 Mar 2024
DeepSeek-VL: Towards Real-World Vision-Language Understanding Haoyu Lu Wen Liu Bo Zhang Bing-Li Wang Kai Dong ... Yaofeng Sun Chengqi Deng Hanwei Xu Zhenda Xie Chong Ruan VLM 146 411 0 08 Mar 2024
ALLaVA: Harnessing GPT4V-Synthesized Data for Lite Vision-Language Models Guiming Hardy Chen Shunian Chen Ruifei Zhang Junying Chen Xiangbo Wu Zhiyi Zhang Zhihong Chen Jianquan Li Xiang Wan Benyou Wang VLM SyDa 172 150 0 18 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 184 81 0 19 Jan 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 330 1,352 0 21 Dec 2023
Generative Multimodal Models are In-Context Learners Quan-Sen Sun Yufeng Cui Xiaosong Zhang Fan Zhang Qiying Yu ... Yueze Wang Yongming Rao Jingjing Liu Tiejun Huang Xinlong Wang MLLM LRM 174 312 0 20 Dec 2023
VILA: On Pre-training for Visual Language Models Ji Lin Hongxu Yin Ming-Yu Liu Yao Lu Pavlo Molchanov Andrew Tao Huizi Mao Jan Kautz Mohammad Shoeybi Song Han MLLM VLM 197 470 0 12 Dec 2023
Localized Symbolic Knowledge Distillation for Visual Commonsense Models Jinho Park Jack Hessel Khyathi Chandu Paul Pu Liang Ximing Lu ... Youngjae Yu Qiuyuan Huang Jianfeng Gao Ali Farhadi Yejin Choi VLM 84 12 0 08 Dec 2023
Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models Yushi Hu Otilia Stretcu Chun-Ta Lu Krishnamurthy Viswanathan Kenji Hata Enming Luo Ranjay Krishna Ariel Fuxman VLM LRM MLLM 132 40 0 05 Dec 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 200 553 0 28 Nov 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 483 1,038 0 27 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 98 117 0 15 Nov 2023
Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models Zhang Li Biao Yang Qiang Liu Zhiyin Ma Shuo Zhang Jingxu Yang Yabo Sun Yuliang Liu Xiang Bai MLLM 163 294 0 11 Nov 2023
HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models Tianrui Guan Fuxiao Liu Xiyang Wu Ruiqi Xian Zongxia Li ... Lichang Chen Furong Huang Yaser Yacoob Dinesh Manocha Dinesh Manocha VLM MLLM 180 218 0 23 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 260 3,042 0 05 Oct 2023
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Zhengyuan Yang Linjie Li Kevin Qinghong Lin Jianfeng Wang Chung-Ching Lin Nasim Shakouri Mahmoudabadi Lijuan Wang LM&MA 118 671 0 29 Sep 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 134 417 0 21 Sep 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 187 769 0 04 Aug 2023
The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World Weiyun Wang Min Shi Qingyun Li Wen Wang Zhenhang Huang ... Zhiguo Cao Yushi Chen Tong Lu Jifeng Dai Yu Qiao LRM MLLM 142 96 0 03 Aug 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 148 601 0 30 Jul 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 215 1,125 0 12 Jul 2023
LLaVAR: Enhanced Visual Instruction Tuning for Text-Rich Image Understanding Yanzhe Zhang Ruiyi Zhang Jiuxiang Gu Yufan Zhou Nedim Lipka Diyi Yang Tongfei Sun VLM MLLM 143 247 0 29 Jun 2023
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic Ke Chen Zhao Zhang Weili Zeng Richong Zhang Feng Zhu Rui Zhao ObjD 172 683 0 27 Jun 2023
Kosmos-2: Grounding Multimodal Large Language Models to the World Zhiliang Peng Wenhui Wang Li Dong Y. Hao Shaohan Huang Shuming Ma Furu Wei MLLM ObjD VLM 132 796 0 26 Jun 2023
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning Fuxiao Liu Kevin Qinghong Lin Linjie Li Jianfeng Wang Yaser Yacoob Lijuan Wang VLM MLLM 243 304 0 26 Jun 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Chunjiang Ge Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 275 910 0 23 Jun 2023
UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning Ahmed Masry P. Kavehzadeh Do Xuan Long Enamul Hoque Shafiq Joty LRM 97 118 0 24 May 2023
VisionLLM: Large Language Model is also an Open-Ended Decoder for Vision-Centric Tasks Wen Wang Zhe Chen Xiaokang Chen Jiannan Wu Xizhou Zhu ... Ping Luo Tong Lu Jie Zhou Yu Qiao Jifeng Dai MLLM VLM 125 514 0 18 May 2023
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering Xiaoman Zhang Chaoyi Wu Ziheng Zhao Weixiong Lin Ya Zhang Yanfeng Wang Weidi Xie LM&MA 189 189 0 17 May 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 390 877 0 17 May 2023
On the Hidden Mystery of OCR in Large Multimodal Models Yuliang Liu Zhang Li Mingxin Huang Chunyuan Li Dezhi Peng Mingyu Liu Lianwen Jin Xiang Bai VLM MLLM 161 114 0 13 May 2023
Visual Information Extraction in the Wild: Practical Dataset and End-to-end Solution Jianfeng Kuang Wei Hua Dingkang Liang Mingkun Yang Deqiang Jiang Bo Ren Xiang Bai 125 46 0 12 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 183 2,174 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 594 5,272 0 17 Apr 2023
V3Det: Vast Vocabulary Visual Detection Dataset Jiaqi Wang Pan Zhang Tao Chu Yuhang Cao Yujie Zhou Tong Wu Bin Wang Conghui He Dahua Lin VLM ObjD 121 60 0 07 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.8K 15,598 0 15 Mar 2023