Title
Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding Han Xiao Yina Xie Guanxin Tan Yinghao Chen R. Hu ... Peng Gao Yafei Wen Xiaoxin Chen Shuai Ren Hongsheng Li VLM 40 0 0 08 May 2025
VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning Run Luo Renke Shan Longze Chen Z. Liu Lu Wang Min Yang Xiaobo Xia MLLM VLM 89 0 0 28 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng X. Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 74 0 0 23 Apr 2025
EarthGPT-X: Enabling MLLMs to Flexibly and Comprehensively Understand Multi-Source Remote Sensing Imagery Wei Zhang Miaoxin Cai Yaqian Ning T. Zhang Yin Zhuang He Chen Jun Li Xuerui Mao 36 0 0 17 Apr 2025
AnomalyR1: A GRPO-based End-to-end MLLM for Industrial Anomaly Detection Yuhao Chao Jie Liu J. Tang Gangshan Wu 25 1 0 16 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu J. Chen Jingwei Xu Bin Cui Conghui He Wentao Zhang MLLM 57 0 0 14 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
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 34 4 0 07 Apr 2025
Q-Adapt: Adapting LMM for Visual Quality Assessment with Progressive Instruction Tuning Yiting Lu X. Li H. Wu Bingchen Li Weisi Lin Zhibo Chen 37 1 0 02 Apr 2025
Towards Unified Referring Expression Segmentation Across Omni-Level Visual Target Granularities Jing Liu Wenxuan Wang Yisi Zhang Yepeng Tang Xingjian He Longteng Guo Tongtian Yue Xinlong Wang ObjD 46 0 0 02 Apr 2025
Physically Ground Commonsense Knowledge for Articulated Object Manipulation with Analytic Concepts Jianhua Sun Jiude Wei Y. Li Cewu Lu LM&Ro 54 1 0 30 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 51 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 48 0 0 22 Mar 2025
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems Felix Chen Hangjie Yuan Yunqiu Xu Tao Feng Jun Cen Pengwei Liu Zeying Huang Yi Yang LRM 42 1 0 19 Mar 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models Xinyu Tian Shu Zou Zhaoyuan Yang Jing Zhang 58 0 0 18 Mar 2025
CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models Yiqi Zhu Z. Wang C. Zhang Peng Li Yang Liu CoGe VLM 63 0 0 18 Mar 2025
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs Erik Daxberger Nina Wenzel David Griffiths Haiming Gang Justin Lazarow ... Kai Kang Marcin Eichner Y. Yang Afshin Dehghan Peter Grasch 72 2 0 17 Mar 2025
Concept-as-Tree: Synthetic Data is All You Need for VLM Personalization Ruichuan An Kai Zeng Ming Lu Sihan Yang Renrui Zhang Huitong Ji Qizhe Zhang Y. Luo Hao Liang Wentao Zhang 63 0 0 17 Mar 2025
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems Ziyu Guo Ray Zhang Hao Chen Jialin Gao Dongzhi Jiang Jiaze Wang Pheng-Ann Heng 48 2 0 13 Mar 2025
CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model Yuxuan Luo Jiaqi Tang Chenyi Huang Feiyang Hao Zhouhui Lian VLM 56 0 0 13 Mar 2025
Teaching LMMs for Image Quality Scoring and Interpreting Zicheng Zhang H. Wu Ziheng Jia Weisi Lin Guangtao Zhai 60 1 0 12 Mar 2025
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework Zhuo Zhi Chen Feng Adam Daneshmend Mine Orlu Andreas Demosthenous L. Yin Da Li Ziquan Liu Miguel R. D. Rodrigues LRM 59 1 0 11 Mar 2025
VisRL: Intention-Driven Visual Perception via Reinforced Reasoning Zhangquan Chen Xufang Luo Dongsheng Li OffRL LRM 64 3 0 10 Mar 2025
REF-VLM: Triplet-Based Referring Paradigm for Unified Visual Decoding Yan Tai Luhao Zhu Zhiqiang Chen Ynan Ding Yiying Dong Xiaohong Liu Guodong Guo MLLM ObjD 49 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 60 0 0 08 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 96 2 0 05 Mar 2025
A Token-level Text Image Foundation Model for Document Understanding Tongkun Guan Zining Wang Pei Fu Zhengtao Guo Wei-Ming Shen ... Chen Duan Hao Sun Qianyi Jiang Junfeng Luo Xiaokang Yang VLM 43 0 0 04 Mar 2025
MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection Xi Jiang Jian Li Hanqiu Deng Y. Liu Bin-Bin Gao Yifeng Zhou Jialin Li Chengjie Wang Feng Zheng 50 0 0 24 Feb 2025
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency Dongzhi Jiang Renrui Zhang Ziyu Guo Yanwei Li Yu Qi ... Shen Yan Bo Zhang Chaoyou Fu Peng Gao Hongsheng Li MLLM LRM 86 21 0 13 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 68 8 0 04 Feb 2025
AutoGUI: Scaling GUI Grounding with Automatic Functionality Annotations from LLMs Hongxin Li Jingfan Chen Jingran Su Yuntao Chen Qing Li Zhaoxiang Zhang 86 0 0 04 Feb 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 44 2 0 13 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 66 12 0 08 Jan 2025
OmniManip: Towards General Robotic Manipulation via Object-Centric Interaction Primitives as Spatial Constraints Mingjie Pan Jiyao Zhang Tianshu Wu Yinghao Zhao Wenlong Gao Hao Dong LM&Ro 47 6 0 08 Jan 2025
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Shaolei Zhang Qingkai Fang Zhe Yang Yang Feng MLLM VLM 59 25 0 07 Jan 2025
Visual Large Language Models for Generalized and Specialized Applications Yifan Li Zhixin Lai Wentao Bao Zhen Tan Anh Dao Kewei Sui Jiayi Shen Dong Liu Huan Liu Yu Kong VLM 86 11 0 06 Jan 2025
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer H. Chen Z. Wang X. Li X. Sun Fangyi Chen Jiang Liu J. Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 106 6 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 84 12 0 12 Dec 2024
Chimera: Improving Generalist Model with Domain-Specific Experts Tianshuo Peng M. Li Hongbin Zhou Renqiu Xia Renrui Zhang ... Aojun Zhou Botian Shi Tao Chen Bo Zhang Xiangyu Yue 86 4 0 08 Dec 2024
Enhancing Visual Reasoning with Autonomous Imagination in Multimodal Large Language Models J. Liu Yumeng Li Boyuan Xiao Yichang Jian Ziang Qin Tianjia Shao Yao-Xiang Ding Kun Zhou MLLM LRM 95 2 0 27 Nov 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 105 6 0 27 Nov 2024
FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity Hang Hua Qing Liu Lingzhi Zhang Jing Shi Zhifei Zhang Yilin Wang Jianming Zhang Jiebo Luo CoGe VLM 87 6 0 23 Nov 2024
FocusLLaVA: A Coarse-to-Fine Approach for Efficient and Effective Visual Token Compression Yuke Zhu Chi Xie Shuang Liang Bo Zheng Sheng Guo 64 8 0 21 Nov 2024
Panther: Illuminate the Sight of Multimodal LLMs with Instruction-Guided Visual Prompts Honglin Li Yuting Gao Chenglu Zhu Jingdong Chen M. Yang Lin Yang MLLM 82 0 0 21 Nov 2024
MC-LLaVA: Multi-Concept Personalized Vision-Language Model Ruichuan An Sihan Yang Ming Lu Kai Zeng Yulin Luo ... Hao Liang Qi She Shanghang Zhang W. Zhang Wentao Zhang 78 5 0 18 Nov 2024
Training-free Regional Prompting for Diffusion Transformers Anthony Chen Jianjin Xu Wenzhao Zheng Gaole Dai Y. Wang Renrui Zhang Haofan Wang Shanghang Zhang VLM 40 2 0 04 Nov 2024
A Survey of Hallucination in Large Visual Language Models Wei Lan Wenyi Chen Qingfeng Chen Shirui Pan Huiyu Zhou Yi-Lun Pan LRM 28 4 0 20 Oct 2024
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task Learning Yuxiang Lu Shengcao Cao Yu-xiong Wang 43 1 0 18 Oct 2024
MC-Bench: A Benchmark for Multi-Context Visual Grounding in the Era of MLLMs Yunqiu Xu Linchao Zhu Yi Yang 23 3 0 16 Oct 2024
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes Benchmark Bin Shan Xiang Fei Wei Shi An-Lan Wang Guozhi Tang Lei Liao Jingqun Tang Xiang Bai Can Huang VLM 25 5 0 15 Oct 2024