Title
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Yuhang Cao Dahua Lin Jiaqi Wang OffRL 153 5 0 10 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 Yang Liu Qi Wang Fuzheng Zhang VLM 145 2 0 10 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 99 16 0 07 Apr 2025
UniViTAR: Unified Vision Transformer with Native Resolution Limeng Qiao Yiyang Gan Bairui Wang Jie Qin Shuang Xu Siqi Yang Lin Ma 173 0 0 02 Apr 2025
One Pic is All it Takes: Poisoning Visual Document Retrieval Augmented Generation with a Single Image Ezzeldin Shereen Dan Ristea Burak Hasircioglu Shae McFadden V. Mavroudis Chris Hicks 183 0 0 02 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 139 2 0 01 Apr 2025
AirCache: Activating Inter-modal Relevancy KV Cache Compression for Efficient Large Vision-Language Model Inference Kai Huang Hao Zou Bochen Wang Ye Xi Zhen Xie Hao Wang VLM 93 0 0 31 Mar 2025
DASH: Detection and Assessment of Systematic Hallucinations of VLMs Maximilian Augustin Yannic Neuhaus Matthias Hein VLM 130 3 0 30 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 113 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 148 0 0 25 Mar 2025
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning? Kexian Tang Junyao Gao Yanhong Zeng Haodong Duan Yanan Sun Zhening Xing Wenran Liu Kaifeng Lyu Kai-xiang Chen ELM LRM 144 9 0 25 Mar 2025
MMCR: Advancing Visual Language Model in Multimodal Multi-Turn Contextual Reasoning Dawei Yan Yangfu Li Qing-Guo Chen Weihua Luo Peng Wang Han Zhang Chunhua Shen VGen VLM LRM 85 1 0 24 Mar 2025
Breaking the Encoder Barrier for Seamless Video-Language Understanding Handong Li Yiyuan Zhang Longteng Guo Xiangyu Yue Jing Liu VLM 166 1 0 24 Mar 2025
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning Yufei Zhan Yousong Zhu Shurong Zheng Hongyin Zhao Fan Yang Ming Tang Jinqiao Wang VLM 118 19 0 23 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 139 1 0 19 Mar 2025
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM Xinyu Fang Zheyu Chen Kai Lan Lixin Ma Shengyuan Ding ... Zicheng Zhang Guofeng Zhang Haodong Duan Kai Chen Dahua Lin MLLM 111 3 0 18 Mar 2025
Squeeze Out Tokens from Sample for Finer-Grained Data Governance Weixiong Lin Chen Ju Haicheng Wang Shengchao Hu Shuai Xiao ... Yuheng Jiao Mingshuai Yao Jinsong Lan Qingwen Liu Ying Chen 84 0 0 18 Mar 2025
Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference Cheng Yuan Ziqiang Liu Jiashu Lv Jiawei Shao Yufei Jiang Jing Zhang Xuelong Li 109 1 0 17 Mar 2025
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning Hai-Long Sun Zhun Sun Houwen Peng Han-Jia Ye LRM 141 6 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 Yue Yang Afshin Dehghan Peter Grasch 126 5 0 17 Mar 2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries Tianle Li Yongming Rao Winston Hu Yu Cheng MLLM 98 0 0 16 Mar 2025
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models Jiacheng Ruan Wenzhen Yuan Xian Gao Ye Guo Daoxin Zhang Zhe Xu Yao Hu Ting Liu Yuzhuo Fu LRM VLM 165 6 0 10 Mar 2025
Robusto-1 Dataset: Comparing Humans and VLMs on real out-of-distribution Autonomous Driving VQA from Peru Dunant Cusipuma David Ortega Victor Flores-Benites Arturo Deza OOD 159 0 0 10 Mar 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges Jiaxin Ai Pengfei Zhou Zhaopan Xu Ming Li Fanrui Zhang ... Jianwen Sun Yukang Feng Baojin Huang Zhongyuan Wang Kai Zhang ELM 479 1 0 09 Mar 2025
Unified Reward Model for Multimodal Understanding and Generation Yibin Wang Yuhang Zang Hao Li Cheng Jin Jiadong Wang EGVM 165 11 0 07 Mar 2025
Are Large Vision Language Models Good Game Players? Xinyu Wang Bohan Zhuang Qi Wu MLLM ELM LRM 155 8 0 04 Mar 2025
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs Wei-Yao Wang Zhao Wang Helen Suzuki Yoshiyuki Kobayashi LRM 105 1 0 04 Mar 2025
Investigating and Enhancing Vision-Audio Capability in Omnimodal Large Language Models Rui Hu Delai Qiu Shuyu Wei J.N. Zhang Yining Wang Shengping Liu Jitao Sang AuLLM VLM 127 0 0 27 Feb 2025
Picking the Cream of the Crop: Visual-Centric Data Selection with Collaborative Agents Zhenyu Liu Yunxin Li Baotian Hu Wenhan Luo Yaowei Wang Min Zhang 108 0 0 27 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 177 7 0 25 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 433 699 0 20 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 121 38 0 13 Feb 2025
AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Understanding Ahmed Masry Juan A. Rodriguez Tianyu Zhang Suyuchen Wang Chao Wang ... I. Laradji David Vazquez Perouz Taslakian Spandana Gella Sai Rajeswar 96 0 0 03 Feb 2025
RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs Hongliang Li Jiaxin Zhang Wenhui Liao Dezhi Peng Kai Ding Lianwen Jin OffRL MQ 144 0 0 31 Jan 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 108 24 0 28 Jan 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang Dahua Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 252 134 0 10 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 214 25 0 08 Jan 2025
OpenOmni: Advancing Open-Source Omnimodal Large Language Models with Progressive Multimodal Alignment and Real-Time Self-Aware Emotional Speech Synthesis Run Luo Ting-En Lin Jun Wang Yuchuan Wu Xiong Liu ... Lei Zhang Yushen Chen Xiaobo Xia Hamid Alinejad-Rokny Fei Huang VLM AuLLM 148 0 0 08 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming-Hsuan Yang VLM 195 25 0 07 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 149 5 0 06 Jan 2025
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Beichen Zhang Yuhong Liu Xiaoyi Dong Yuhang Zang Pan Zhang Haodong Duan Yuhang Cao Dahua Lin Jinqiao Wang LRM ReLM 149 6 0 06 Jan 2025
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding Guo Chen Yicheng Liu Yifei Huang Yuping He Baoqi Pei Jilan Xu Yali Wang Tong Lu Limin Wang ELM 180 16 0 16 Dec 2024
Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training Haicheng Wang Chen Ju Weixiong Lin Shuai Xiao Mengting Chen ... Mingshuai Yao Jinsong Lan Ying Chen Qingwen Liu Yanfeng Wang VLM CLIP 121 4 0 30 Nov 2024
VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models Lei Li Y. X. Wei Zhihui Xie Xuqing Yang Yifan Song ... Tianyu Liu Sujian Li Bill Yuchen Lin Dianbo Sui Qiang Liu VLM CoGe 194 32 0 26 Nov 2024
MMGenBench: Fully Automatically Evaluating LMMs from the Text-to-Image Generation Perspective Hailang Huang Yong Wang Zixuan Huang Huaqiu Li Tongwen Huang Xiangxiang Chu Richong Zhang MLLM LM&MA EGVM 133 1 0 21 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 137 93 1 15 Nov 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 139 2 0 25 Oct 2024
Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad? Antonia Wüst Tim Nelson Tobiasch Lukas Helff Inga Ibs Wolfgang Stammer Devendra Singh Dhami Constantin Rothkopf Kristian Kersting CoGe ReLM VLM LRM 172 3 0 25 Oct 2024
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data Shuhao Gu Jialing Zhang Siyuan Zhou Kevin Yu Zhaohu Xing ... Yufeng Cui Xinlong Wang Yaoqi Liu Fangxiang Feng Guang Liu SyDa VLM MLLM 118 29 0 24 Oct 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 Zeang Sheng Yuanjun Xiong Dahua Lin Jiaqi Wang 105 12 0 23 Oct 2024