Title
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
Vidi: Large Multimodal Models for Video Understanding and Editing Vidi Team Celong Liu Chia-Wen Kuo Dawei Du Fan Chen ... Wen Zhong Xiaohui Shen Xin Gu Xing Mei Xueqiong Qu 54 0 0 22 Apr 2025
TrustGeoGen: Scalable and Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving Daocheng Fu Zijun Chen Renqiu Xia Qi Liu Yuan Feng ... Peng Gao Junchi Yan Botian Shi Bo Zhang Yu Qiao 28 0 0 22 Apr 2025
VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment Yogesh Kulkarni Pooyan Fazli 27 0 0 18 Apr 2025
VLMGuard-R1: Proactive Safety Alignment for VLMs via Reasoning-Driven Prompt Optimization Menglan Chen Xianghe Pang Jingjing Dong Wenhao Wang Yaxin Du Siheng Chen LRM 25 0 0 17 Apr 2025
Multimodal Long Video Modeling Based on Temporal Dynamic Context Haoran Hao Jiaming Han Yiyuan Zhang Xiangyu Yue 30 0 0 14 Apr 2025
Slow-Fast Architecture for Video Multi-Modal Large Language Models Min Shi Shihao Wang Chieh-Yun Chen Jitesh Jain Kai Wang Junjun Xiong Guilin Liu Zhiding Yu Humphrey Shi 31 1 0 02 Apr 2025
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean Language Yoonshik Kim Jaeyoon Jung 32 0 0 31 Mar 2025
XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery? Fengxiang Wang H. Wang Mingshuo Chen Di Wang Yulin Wang ... L. Lan Wenjing Yang J. Zhang Zhiyuan Liu Maosong Sun 52 2 0 31 Mar 2025
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy Yinan Sun Xiongkuo Min Zicheng Zhang Yixuan Gao Y. Cao Guangtao Zhai VLM 54 0 0 26 Mar 2025
Scaling Vision Pre-Training to 4K Resolution Baifeng Shi Boyi Li Han Cai Y. Lu Sifei Liu ... Jan Kautz Song Han Trevor Darrell Pavlo Molchanov Hongxu Yin CLIP 44 0 0 25 Mar 2025
RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models Mehdi Moshtaghi Siavash H. Khajavi Joni Pajarinen VLM 36 0 0 25 Mar 2025
Towards Online Multi-Modal Social Interaction Understanding X. Li Shijian Deng Bolin Lai Weiguo Pian James M. Rehg Yapeng Tian 36 0 0 25 Mar 2025
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models Dohwan Ko S. Kim Yumin Suh Vijay Kumar B.G Minseo Yoon Manmohan Chandraker Hyunwoo J. Kim LRM 36 0 0 25 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 45 1 0 24 Mar 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 46 0 0 22 Mar 2025
MMCR: Benchmarking Cross-Source Reasoning in Scientific Papers Yang Tian Zheng Lu Mingqi Gao Zheng Liu Bo Zhao LRM 34 0 0 21 Mar 2025
ViSpeak: Visual Instruction Feedback in Streaming Videos Shenghao Fu Q. Yang Yuan-Ming Li Yi-Xing Peng Kun-Yu Lin Xihan Wei Jian-Fang Hu Xiaohua Xie Wei-Shi Zheng VLM 58 1 0 17 Mar 2025
SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion A. Nassar Andres Marafioti Matteo Omenetti Maksym Lysak Nikolaos Livathinos ... Yusik Kim A. Said Gurbuz Michele Dolfi Miquel Farré Peter W. J. Staar 42 3 0 14 Mar 2025
Semantic-Clipping: Efficient Vision-Language Modeling with Semantic-Guidedd Visual Selection Bangzheng Li Fei-Yue Wang Wenxuan Zhou Nan Xu Ben Zhou Sheng Zhang Hoifung Poon M. Chen MLLM VLM 74 0 0 14 Mar 2025
CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model Yuxuan Luo Jiaqi Tang Chenyi Huang Feiyang Hao Zhouhui Lian VLM 51 0 0 13 Mar 2025
Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning Qinghao Ye Xianhan Zeng Fu Li C. Li Haoqi Fan CoGe 69 0 0 10 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
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices Junyan Lin Haoran Chen Yue Fan Yingqi Fan Xin Jin Hui Su Jinlan Fu Xiaoyu Shen 55 0 0 08 Mar 2025
SHAPE : Self-Improved Visual Preference Alignment by Iteratively Generating Holistic Winner Kejia Chen Jiawen Zhang Jiacong Hu Jiazhen Yang Jian Lou Zunlei Feng Mingli Song 53 0 0 06 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 72 2 0 05 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Y. Cao Haodong Duan D. Lin Jiaqi Wang ObjD VLM LRM 59 40 0 03 Mar 2025
UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface Hao Tang Chenwei Xie Haiyang Wang Xiaoyi Bao Tingyu Weng Pandeng Li Yun Zheng Liwei Wang ObjD VLM 52 0 0 03 Mar 2025
Mojito: LLM-Aided Motion Instructor with Jitter-Reduced Inertial Tokens Ziwei Shan Yaoyu He Chengfeng Zhao Jiashen Du Jingyan Zhang Qixuan Zhang Jingyi Yu Lan Xu 40 1 0 22 Feb 2025
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding Zhenyu Yang Y. Hu Zemin Du Dizhan Xue Shengsheng Qian Jiahong Wu Fan Yang W. Dong Changsheng Xu 42 2 0 15 Feb 2025
3D-Grounded Vision-Language Framework for Robotic Task Planning: Automated Prompt Synthesis and Supervised Reasoning Guoqin Tang Qingxuan Jia Zeyuan Huang Gang Chen Ning Ji Zhipeng Yao 56 0 0 13 Feb 2025
Rethinking Homogeneity of Vision and Text Tokens in Large Vision-and-Language Models Chia-Wen Kuo Sijie Zhu Fan Chen Xiaohui Shen Longyin Wen VLM 57 1 0 04 Feb 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan W. Zhang Kai Chen D. Lin Jiaqi Wang VLM 68 17 0 21 Jan 2025
Vision-Driven Prompt Optimization for Large Language Models in Multimodal Generative Tasks Leo Franklin Apiradee Boonmee Kritsada Wongsuwan MLLM VLM 36 0 0 05 Jan 2025
Hierarchical Vision-Language Alignment for Text-to-Image Generation via Diffusion Models Emily Johnson Noah Wilson VLM 42 0 0 03 Jan 2025
VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling Xinhao Li Yi Wang Jiashuo Yu Xiangyu Zeng Yuhan Zhu ... Yinan He Chenting Wang Yu Qiao Yali Wang L. Wang VLM 70 25 0 31 Dec 2024
Bridging Vision and Language: Modeling Causality and Temporality in Video Narratives Ji-jun Park Soo-joon Choi VGen 85 0 0 14 Dec 2024
InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions Pan Zhang Xiaoyi Dong Yuhang Cao Yuhang Zang Rui Qian ... X. Zhang K. Chen Yu Qiao D. Lin Jiaqi Wang KELM 76 10 0 12 Dec 2024
Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM H. Wang Yuxiang Nie Yongjie Ye Deng GuanYu Yanjie Wang Shuai Li Haiyang Yu Jinghui Lu Can Huang VLM MLLM 72 1 0 12 Dec 2024
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning Yiwu Zhong Zhuoming Liu Yin Li Liwei Wang 73 1 0 04 Dec 2024
InfinityDrive: Breaking Time Limits in Driving World Models Xi Guo C. Ding Haoxuan Dou Xin Zhang Weixuan Tang Wei Yu Wu VGen 78 3 0 02 Dec 2024
SPAgent: Adaptive Task Decomposition and Model Selection for General Video Generation and Editing Rong-Cheng Tu Wenhao Sun Zhao Jin Jingyi Liao Jiaxing Huang Dacheng Tao VGen DiffM 92 2 0 28 Nov 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Y. Liu ... S. M. I. Simon X. Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 89 6 0 27 Nov 2024
NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects? Jiaxuan Li Junwen Mo MinhDuc Vo Akihiro Sugimoto Hideki Nakayama 74 0 0 26 Nov 2024
Efficient Multi-modal Large Language Models via Visual Token Grouping Minbin Huang Runhui Huang Han Shi Yimeng Chen Chuanyang Zheng Xiangguo Sun Xin Jiang Z. Li Hong Cheng VLM 71 2 0 26 Nov 2024
DOGE: Towards Versatile Visual Document Grounding and Referring Yinan Zhou Yuxin Chen Haokun Lin Shuyu Yang Li Zhu Zhongang Qi Chen Ma Ying Shan ObjD 74 0 0 26 Nov 2024
Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge Yaqi Zhao Yuanyang Yin Lin Li Mingan Lin Victor Shea-Jay Huang Siwei Chen Weipeng Chen Baoqun Yin Zenan Zhou Wentao Zhang 67 0 0 25 Nov 2024
MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis Yingjie Zhou Zicheng Zhang Jiezhang Cao Jun Jia Yanwei Jiang Farong Wen Xiaohong Liu Xiongkuo Min Guangtao Zhai 39 4 0 18 Nov 2024
VCBench: A Controllable Benchmark for Symbolic and Abstract Challenges in Video Cognition Chenglin Li Qianglong Chen Zhi Li Feng Tao Yin Zhang 24 0 0 14 Nov 2024
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models Ziyu Liu Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Haodong Duan Conghui He Yuanjun Xiong Dahua Lin Jiaqi Wang 19 1 0 23 Oct 2024