Title
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
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... J. Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 30 0 0 05 May 2025
ScaleTrack: Scaling and back-tracking Automated GUI Agents Jing Huang Zhixiong Zeng WenKang Han Yufeng Zhong Liming Zheng Shuai Fu Jingyuan Chen Lin Ma 36 0 0 01 May 2025
Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning Pengxiang Li Zhi Gao Bofei Zhang Yapeng Mi Xiaojian Ma ... Tao Yuan Yuwei Wu Yunde Jia Song-Chun Zhu Qing Li LLMAG 65 0 0 30 Apr 2025
GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling Siqi Li Yufan Shen Xiangnan Chen Jiayi Chen Hengwei Ju ... Licheng Wen Botian Shi Y. Liu Xinyu Cai Yu Qiao VLM ELM 84 0 0 30 Apr 2025
YoChameleon: Personalized Vision and Language Generation Thao Nguyen Krishna Kumar Singh Jing Shi Trung H. Bui Yong Jae Lee Yuheng Li MLLM 79 0 0 29 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 58 0 0 25 Apr 2025
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding? Yusen Zhang Wenliang Zheng Aashrith Madasu Peng Shi Ryo Kamoi ... Ranran Haoran Zhang Avitej Iyer Renze Lou Wenpeng Yin Rui Zhang 63 0 0 25 Apr 2025
VEU-Bench: Towards Comprehensive Understanding of Video Editing Bozheng Li Y. Wu Yi Lu Jiashuo Yu Licheng Tang Jiawang Cao Wenqing Zhu Yuyang Sun Jay Wu Wenbo Zhu 34 0 0 24 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 54 0 0 20 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 63 6 1 14 Apr 2025
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination Hao Yin Gunagzong Si Zilei Wang 41 0 0 14 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 46 1 0 10 Apr 2025
OmniCaptioner: One Captioner to Rule Them All Yiting Lu Jiakang Yuan Zhen Li Shitian Zhao Qi Qin ... Lei Bai Zhibo Chen Peng Gao Bo Zhang Peng Gao MLLM 79 0 0 09 Apr 2025
PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning Xinpeng Ding K. Zhang Jinahua Han Lanqing Hong Hang Xu X. Li MLLM VLM 66 0 0 08 Apr 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Yu Qiao Chao Dong Yihao Liu MLLM 55 1 0 07 Apr 2025
Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing Xiangyu Zhao Peiyuan Zhang Kexian Tang Hao Li Zicheng Zhang Guangtao Zhai Junchi Yan Hua Yang Xue Yang Haodong Duan VLM LRM 38 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 34 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
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu W. Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 48 2 0 27 Mar 2025
Dynamic Pyramid Network for Efficient Multimodal Large Language Model Hao Ai Kunyi Wang Zezhou Wang H. Lu Jin Tian Yaxin Luo Peng-Fei Xing Jen-Yuan Huang Huaxia Li Gen Luo MLLM VLM 106 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 39 0 0 25 Mar 2025
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts Ling Zhong Yujing Lu Jing Yang Weiming Li Peng Wei Yongheng Wang Manni Duan Qing Zhang 41 0 0 25 Mar 2025
UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interaction Shravan Nayak Xiangru Jian Kevin Qinghong Lin Juan A. Rodriguez Montek Kalsi ... David Vazquez Christopher Pal Perouz Taslakian Spandana Gella Sai Rajeswar 76 0 0 19 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 64 2 0 18 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Y. Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 57 0 0 17 Mar 2025
TikZero: Zero-Shot Text-Guided Graphics Program Synthesis Jonas Belouadi Eddy Ilg M. Keuper Hideki Tanaka Masao Utiyama Raj Dabre Steffen Eger Simone Paolo Ponzetto 48 0 0 14 Mar 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 60 8 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 45 0 0 11 Mar 2025
ComicsPAP: understanding comic strips by picking the correct panel Emanuele Vivoli Artemis LLabres Mohamed Ali Soubgui Marco Bertini Ernest Valveny Llobet Dimosthenis Karatzas 50 0 0 11 Mar 2025
When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning Junwei Luo Yingying Zhang X. J. Yang Kang Wu Qi Zhu Lei Liang Jingdong Chen Yansheng Li 57 0 0 10 Mar 2025
DropletVideo: A Dataset and Approach to Explore Integral Spatio-Temporal Consistent Video Generation Runze Zhang Guoguang Du Xiaochuan Li Qi Jia Liang Jin ... Zhenhua Guo Yaqian Zhao Xiaoli Gong Rengang Li Baoyu Fan VGen 70 0 0 08 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 78 2 0 05 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 37 0 0 05 Mar 2025
WeGen: A Unified Model for Interactive Multimodal Generation as We Chat Zhipeng Huang Shaobin Zhuang Canmiao Fu Binxin Yang Ying Zhang Chong Sun Zhizheng Zhang Yali Wang Chen Li Zheng-Jun Zha DiffM 59 1 0 03 Mar 2025
MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge Yuntao Du Kailin Jiang Zhi Gao Chenrui Shi Zilong Zheng Siyuan Qi Qing Li KELM 59 2 0 27 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 67 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 61 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 81 6 0 25 Feb 2025
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images Yubo Wang Jianting Tang Chaohu Liu Linli Xu AAML 49 1 0 23 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 56 8 0 21 Feb 2025
The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding Mo Yu Lemao Liu J. Wu Tsz Ting Chung Shunchi Zhang JiangNan Li Dit-Yan Yeung Jie Zhou 77 1 0 13 Feb 2025
Baichuan-Omni-1.5 Technical Report Yadong Li J. Liu Tao Zhang Tao Zhang S. Chen ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Weipeng Chen AuLLM 64 10 0 28 Jan 2025
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling Yi Wang Xinhao Li Ziang Yan Yinan He Jiashuo Yu ... Kai Chen Wenhai Wang Yu Qiao Yali Wang Limin Wang 61 19 0 21 Jan 2025
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding Yilun Zhao Lujing Xie Haowei Zhang Guo Gan Yitao Long ... Xiangru Tang Zhenwen Liang Y. Liu Chen Zhao Arman Cohan 45 5 0 21 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 50 12 0 08 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan X. Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming Yang VLM 71 11 0 07 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 86 45 0 03 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 31 2 0 01 Jan 2025
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM Yuqian Yuan Hang Zhang Wentong Li Zesen Cheng Boqiang Zhang ... Deli Zhao Wenqiao Zhang Yueting Zhuang Jianke Zhu Lidong Bing 46 5 0 31 Dec 2024