Title
Exploring Implicit Visual Misunderstandings in Multimodal Large Language Models through Attention Analysis Pengfei Wang Guohai Xu Weinong Wang Junjie Yang Jie Lou Yunhua Xue 24 0 0 15 May 2025
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput Bo Zhang Shuo Li Runhe Tian Yang Yang Jixin Tang Jinhao Zhou Lin Ma VLM 30 0 0 14 May 2025
Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training Yiran Chen Hao Peng Tong Zhang Heng Ji VLM 28 0 0 13 May 2025
Arrow-Guided VLM: Enhancing Flowchart Understanding via Arrow Direction Encoding Takamitsu Omasa Ryo Koshihara Masumi Morishige 24 0 0 09 May 2025
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains Qianchu Liu Sheng Zhang Guanghui Qin Timothy Ossowski Yu Gu ... Sam Preston Mu-Hsin Wei Paul Vozila Tristan Naumann Hoifung Poon OOD LRM VLM 59 1 0 06 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 79 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Xuzhi Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 May 2025
COMPACT: COMPositional Atomic-to-Complex Visual Capability Tuning Xindi Wu Hee Seung Hwang Polina Kirichenko Olga Russakovsky VLM CoGe 68 0 0 30 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 86 2 0 26 Apr 2025
ZipR1: Reinforcing Token Sparsity in MLLMs Feng Chen Yefei He Lequan Lin Jiaheng Liu Bohan Zhuang Qi Wu 46 0 0 23 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 62 0 0 20 Apr 2025
The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer Weixian Lei Jiacong Wang Haochen Wang X. Li Jun Hao Liew Jiashi Feng Zilong Huang 28 2 0 14 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Bin Cui Conghui He Wentao Zhang MLLM 59 0 0 14 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 ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 15 1 14 Apr 2025
Socratic Chart: Cooperating Multiple Agents for Robust SVG Chart Understanding Yuyang Ji Haohan Wang LRM 39 0 0 14 Apr 2025
Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding Tao Zhang X. Li Zilong Huang Y. Li Weixian Lei XueQing Deng Shihao Chen S. Ji Jiashi Feng MLLM LRM 62 2 0 14 Apr 2025
PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models M. Dhouib Davide Buscaldi Sonia Vanier A. Shabou VLM 36 1 0 11 Apr 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Yong-Jin Liu Qi Wang Fuzheng Zhang VLM 63 1 0 10 Apr 2025
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Yong-Jin Liu Qi Wang Fuzheng Zhang MLLM VLM 58 0 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Qing Guo Z. Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM VLM LRM 69 1 0 10 Apr 2025
Perception-R1: Pioneering Perception Policy with Reinforcement Learning En Yu Kangheng Lin Liang Zhao Jisheng Yin Yana Wei ... Zheng Ge Xiangyu Zhang Daxin Jiang Jingyu Wang Wenbing Tao VLM OffRL LRM 40 3 0 10 Apr 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Y. Cao Dahua Lin Jiaqi Wang OffRL 60 1 0 10 Apr 2025
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Yukun Qi Yiming Zhao Y. Zeng Xikun Bao Yifan Jiang Lin Yen-Chen Zehui Chen Jie Zhao Zhongang Qi Feng Zhao LRM 49 0 0 10 Apr 2025
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness Yijun Liang Ming Li Chenrui Fan Ziyue Li Dang Nguyen Kwesi Cobbina Shweta Bhardwaj Jiuhai Chen Fuxiao Liu Tianyi Zhou VLM CoGe 53 0 0 10 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Zhiqi Huang Zihao Huang Zijia Zhao Zhengzhang Chen Zongyu Lin MLLM VLM MoE 207 4 0 10 Apr 2025
Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models Wei Chen Xin Yan Bin Wen Fan Yang Tingting Gao Di Zhang Long Chen MLLM 97 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 39 7 0 07 Apr 2025
UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding Yang Jiao Haibo Qiu Zequn Jie S. Chen Jingjing Chen Lin Ma Yu Jiang 34 2 0 06 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 75 0 0 01 Apr 2025
Open-Qwen2VL: Compute-Efficient Pre-Training of Fully-Open Multimodal LLMs on Academic Resources Weizhi Wang Yu Tian L. Yang Heng Wang Xifeng Yan MLLM VLM 79 0 0 01 Apr 2025
Enhancing Image Resolution of Solar Magnetograms: A Latent Diffusion Model Approach Francesco P. Ramunno Paolo Massa Vitaliy Kinakh Brandon Panos A. Csillaghy S. Voloshynovskiy DiffM 53 0 0 31 Mar 2025
Boosting MLLM Reasoning with Text-Debiased Hint-GRPO Qihan Huang Long Chan Jinlong Liu Wanggui He Hao Jiang Mingli Song Jingyuan Chen Chang Yao Jie Song LRM 32 0 0 31 Mar 2025
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean Language Yoonshik Kim Jaeyoon Jung 37 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 Jingyang Zhang Zhiyuan Liu Maosong Sun 63 3 0 31 Mar 2025
Learning to Instruct for Visual Instruction Tuning Zhihan Zhou Feng Hong Jiaan Luo Jiangchao Yao Dongsheng Li Bo Han Yuyao Zhang Yanfeng Wang VLM 66 0 0 28 Mar 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization Iñigo Pikabea Iñaki Lacunza Oriol Pareras Carlos Escolano Aitor Gonzalez-Agirre Javier Hernando Marta Villegas VLM 52 0 0 28 Mar 2025
Unveiling the Mist over 3D Vision-Language Understanding: Object-centric Evaluation with Chain-of-Analysis J. Huang Baoxiong Jia Yixuan Wang Ziyu Zhu Xiongkun Linghu Qing Li Song-Chun Zhu Siyuan Huang 84 3 0 28 Mar 2025
Qwen2.5-Omni Technical Report Jin Xu Zhifang Guo Jinzheng He Hangrui Hu Ting He ... K. Dang Bin Zhang Xinyu Wang Yunfei Chu Junyang Lin VGen AuLLM 90 16 0 26 Mar 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 42 1 0 26 Mar 2025
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs Zitian Wang Yue Liao Kang Rong Fengyun Rao Yibo Yang Si Liu 75 0 0 26 Mar 2025
MMCR: Advancing Visual Language Model in Multimodal Multi-Turn Contextual Reasoning Dawei Yan Yangfu Li Qing-Guo Chen Weihua Luo Peng Wang H. Zhang Chunhua Shen VGen VLM LRM 72 0 0 24 Mar 2025
Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook Xu Zheng Ziqiao Weng Yuanhuiyi Lyu Lutao Jiang Haiwei Xue Bin Ren Danda Pani Paudel N. Sebe Luc Van Gool Xuming Hu 3DV 42 5 0 23 Mar 2025
REVAL: A Comprehension Evaluation on Reliability and Values of Large Vision-Language Models Jie M. Zhang Zheng Yuan Ziyi Wang Bei Yan Sibo Wang Xiangkui Cao Zonghui Guo Shiguang Shan Xilin Chen ELM 47 0 0 20 Mar 2025
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation Eduard Allakhverdov Elizaveta Goncharova Andrey Kuznetsov 42 0 0 20 Mar 2025
UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation Qihui Zhang Munan Ning Zheyuan Liu Yanbo Wang Jiayi Ye Yue Huang Shuo Yang Xiao Chen Y. Song Li Yuan LRM 58 0 0 19 Mar 2025
Where do Large Vision-Language Models Look at when Answering Questions? X. Xing Chia-Wen Kuo Li Fuxin Yulei Niu Fan Chen Ming Li Ying Wu Longyin Wen Sijie Zhu LRM 62 0 0 18 Mar 2025
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM Xinyu Fang Z. Chen Kai Lan Lixin Ma Shengyuan Ding ... Zicheng Zhang Guofeng Zhang Haodong Duan K. Chen Dahua Lin MLLM 66 1 0 18 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 167 2 0 18 Mar 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Jingyi Zhang Jiaxing Huang H. Yao Shunyu Liu Xikun Zhang Shijian Lu Dacheng Tao LRM 62 18 0 17 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 Yuqing Yang Afshin Dehghan Peter Grasch 74 3 0 17 Mar 2025