Title
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models Zeqing Wang Shiyuan Zhang Chengpei Tang Keze Wang LRM 14 0 0 21 May 2025
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Yicheng Xiao Lin Song Y. Chen Yingmin Luo Yuxin Chen Yukang Gan Wei Huang Xiu Li Xiaojuan Qi Ying Shan LRM 17 0 0 19 May 2025
Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning Bonan li Zicheng Zhang Songhua Liu Weihao Yu Xinchao Wang VLM 18 0 0 17 May 2025
TCC-Bench: Benchmarking the Traditional Chinese Culture Understanding Capabilities of MLLMs Pengju Xu Yan Wang Shuyuan Zhang Xuan Zhou Xin Li ... Fengzhao Li Shuigeng Zhou Xingyu Wang Yi Zhang Haiying Zhao VLM 22 0 0 16 May 2025
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans Yansheng Qiu Li Xiao Zhaopan Xu Pengfei Zhou Zheng Wang Kaipeng Zhang ELM LRM 19 0 0 16 May 2025
GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning Yong-Jin Liu Shengfang Zhai Mingzhe Du Yulin Chen Tri Cao ... Xuzhao Li Kun Wang Junfeng Fang Jiaheng Zhang Bryan Hooi OffRL LRM 16 0 0 16 May 2025
MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence Chonghan Liu Haoran Wang Felix Henry Pu Miao Yajie Zhang Yu Zhao Peiran Wu VLM 31 0 0 15 May 2025
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning Ke Wang Junting Pan Linda Wei Aojun Zhou Weikang Shi ... Han Xiao Yiran Yang Houxing Ren Mingjie Zhan Hongsheng Li 29 0 0 15 May 2025
Exploring Implicit Visual Misunderstandings in Multimodal Large Language Models through Attention Analysis Pengfei Wang Guohai Xu Weinong Wang Junjie Yang Jie Lou Yunhua Xue 31 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 31 0 0 14 May 2025
ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulation Enyu Zhao Vedant Raval Hejia Zhang Jiageng Mao Zeyu Shangguan Stefanos Nikolaidis Yishuo Wang Daniel Seita LM&Ro CoGe 53 0 0 14 May 2025
Bias and Generalizability of Foundation Models across Datasets in Breast Mammography Elodie Germani Selin Türk Ilayda Zeineddine Fatima Mourad Charbel Shadi Albarqouni AI4CE 27 0 0 14 May 2025
Extending Large Vision-Language Model for Diverse Interactive Tasks in Autonomous Driving Zongchuang Zhao Haoyu Fu Dingkang Liang Xin Zhou Dingyuan Zhang Hongwei Xie Bing Wang Xiang Bai MLLM VLM 52 0 0 13 May 2025
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning Zexian Yang Dian Li Dayan Wu Gang Liu Weiping Wang MLLM LRM 41 0 0 12 May 2025
Visual Instruction Tuning with Chain of Region-of-Interest Yixin Chen Shuai Zhang Boran Han Bernie Wang 26 0 0 11 May 2025
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration Honglong Yang Shanshan Song Yi Qin Lehan Wang Haonan Wang Xinpeng Ding Qixiang Zhang Bodong Du Xuelong Li LM&MA 36 0 0 11 May 2025
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation Galann Pennec Zhengyuan Liu Nicholas Asher Philippe Muller Nancy F. Chen VGen 31 0 0 10 May 2025
CM1 - A Dataset for Evaluating Few-Shot Information Extraction with Large Vision Language Models Fabian Wolf Oliver Tüselmann Arthur Matei Lukas Hennies Christoph Rass Gernot A. Fink 55 0 0 07 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Jiahui Geng 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
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... Jianfei Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 48 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 212 0 0 01 May 2025
GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling Siqi Li Yufan Shen Xiangnan Chen Jiayi Chen Hengwei Ju ... Botian Shi Y. Liu Xinyu Cai Yu Qiao Yu Qiao VLM ELM 98 0 0 30 Apr 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 75 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 84 0 0 29 Apr 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models Jing Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Heng Chang Jun Zhu MLLM 223 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 68 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 39 0 0 24 Apr 2025
AffordanceSAM: Segment Anything Once More in Affordance Grounding Dengyang Jiang Mengmeng Wang Teli Ma Yiming Li Yong-Jin Liu Guang Dai Lefei Zhang 34 0 0 22 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu Jun Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 64 1 0 21 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
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 19 1 14 Apr 2025
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination Hao Yin Gunagzong Si Zilei Wang 221 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 Yuhang Cao Dahua Lin Jiaqi Wang OffRL 60 2 0 10 Apr 2025
OmniCaptioner: One Captioner to Rule Them All Yiting Lu Jiakang Yuan Zhen Li Jike Zhong Qi Qin ... Lei Bai Zhibo Chen Peng Gao Bo Zhang Peng Gao MLLM 81 0 0 09 Apr 2025
PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning Xinpeng Ding Kaipeng Zhang Jinahua Han Lanqing Hong Hang Xu Xuelong Li MLLM VLM 263 0 0 08 Apr 2025
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models Xiangxi Zheng Linjie Li Zheng Yang Ping Yu Alex Jinpeng Wang Rui Yan Yuan Yao Lijuan Wang LRM 28 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 71 1 0 07 Apr 2025
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal Prompting Yunlong Tang Jing Bi Chao Huang Susan Liang Daiki Shimada ... Jinxi He Liu He Zeliang Zhang Jiebo Luo Chenliang Xu 49 0 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 48 1 0 03 Apr 2025
Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks Jiawei Wang Yushen Zuo Yuanjun Chai Zichen Liu Yichen Fu Yichun Feng Kin-Man Lam AAML VLM 49 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 100 0 0 29 Mar 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu Feiyu Xiong Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 230 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 110 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 58 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 47 1 0 25 Mar 2025
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong ... Jinghua Yan Y. Bai P. Sadayappan Xia Hu Bo Yuan VLM 64 0 0 24 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 269 1 0 19 Mar 2025
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations Shuo Li Jiajun Sun Guodong Zheng Xiaoran Fan Yujiong Shen ... Wenming Tan Tao Ji Tao Gui Qi Zhang Xuanjing Huang AAML VLM 92 1 0 19 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 218 2 0 18 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Yong-Jin Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 159 0 0 17 Mar 2025