Title
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 44 0 0 13 May 2025
SITE: towards Spatial Intelligence Thorough Evaluation W. Wang Reuben Tan Pengyue Zhu Jianwei Yang Zhengyuan Yang Lijuan Wang Andrey Kolobov Jianfeng Gao Boqing Gong 45 0 0 08 May 2025
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models F. Khan Jun Chen Youssef Mohamed Chun-Mei Feng Mohamed Elhoseiny VLM 33 0 0 08 May 2025
StreamBridge: Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant Haibo Wang Bo Feng Zhengfeng Lai Mingze Xu Shiyu Li Weifeng Ge Afshin Dehghan Meng Cao Ping-Chia Huang OffRL 49 0 0 08 May 2025
FG-CLIP: Fine-Grained Visual and Textual Alignment Chunyu Xie Bin Wang Fanjing Kong Jincheng Li Dawei Liang Gengshen Zhang Dawei Leng Yuhui Yin CLIP VLM 44 0 0 08 May 2025
R^3-VQA: "Read the Room" by Video Social Reasoning Lixing Niu Jiapeng Li Xingping Yu Shu Wang Ruining Feng Bo Wu Ping Wei Y. Wang Lifeng Fan 45 0 0 07 May 2025
RoboOS: A Hierarchical Embodied Framework for Cross-Embodiment and Multi-Agent Collaboration Huajie Tan Xiaoshuai Hao Minglan Lin Pengwei Wang Yaoxu Lyu Mingyu Cao Zhongyuan Wang S. Zhang LM&Ro 46 0 0 06 May 2025
Mitigating Image Captioning Hallucinations in Vision-Language Models Fei Zhao C. Zhang Runlin Zhang Tianyang Wang Xi Li VLM 39 0 0 06 May 2025
TeDA: Boosting Vision-Lanuage Models for Zero-Shot 3D Object Retrieval via Testing-time Distribution Alignment Z. Wang Yang Zhou Jinhai Xiang Y. Wang Xinwei He VLM 42 0 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. 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
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... J. Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 41 0 0 05 May 2025
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 76 0 0 05 May 2025
An LLM-Empowered Low-Resolution Vision System for On-Device Human Behavior Understanding Siyang Jiang Bufang Yang Lilin Xu Mu Yuan Yeerzhati Abudunuer ... Liekang Zeng Hongkai Chen Zhenyu Yan Xiaofan Jiang Guoliang Xing VLM 86 0 0 03 May 2025
VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations for Synthetic Videos Zongxia Li Xiyang Wu Yubin Qin Guangyao Shi Hongyang Du Dinesh Manocha Tianyi Zhou Jordan Boyd-Graber MLLM 46 0 0 02 May 2025
Rethinking Visual Layer Selection in Multimodal LLMs H. Chen Junyan Lin Xinhao Chen Yue Fan Xin Jin Hui Su Jianfeng Dong Jinlan Fu Xiaoyu Shen VLM 95 0 0 30 Apr 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation Linshan Wu Yuxiang Nie Sunan He Jiaxin Zhuang Hao Chen LM&MA MedIm 73 0 0 30 Apr 2025
AGHI-QA: A Subjective-Aligned Dataset and Metric for AI-Generated Human Images Yunhao Li Sijing Wu Wei Sun Zhichao Zhang Yucheng Zhu Zicheng Zhang Huiyu Duan Xiongkuo Min Guangtao Zhai EGVM 88 0 0 30 Apr 2025
Static or Dynamic: Towards Query-Adaptive Token Selection for Video Question Answering Yumeng Shi Quanyu Long Wenya Wang 64 0 0 30 Apr 2025
CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation Jianyu Wu Yizhou Wang Xiangyu Yue Xinzhu Ma J. Guo Dongzhan Zhou Wanli Ouyang Shixiang Tang 66 0 0 29 Apr 2025
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception Yuanchen Wu Lu Zhang Hang Yao Junlong Du Ke Yan Shouhong Ding Yunsheng Wu X. Li MLLM 71 0 0 29 Apr 2025
X-Fusion: Introducing New Modality to Frozen Large Language Models Sicheng Mo Thao Nguyen Xun Huang Siddharth Srinivasan Iyer Yijun Li ... Eli Shechtman Krishna Kumar Singh Yong Jae Lee Bolei Zhou Yuheng Li 77 0 0 29 Apr 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 84 0 0 29 Apr 2025
YoChameleon: Personalized Vision and Language Generation Thao Nguyen Krishna Kumar Singh Jing Shi Trung H. Bui Yong Jae Lee Yuheng Li MLLM 82 0 0 29 Apr 2025
SynergyAmodal: Deocclude Anything with Text Control Xinyang Li Chengjie Yi Jiawei Lai Mingbao Lin Yansong Qu Shengchuan Zhang Liujuan Cao DiffM 73 0 0 28 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
Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu G. Papanastasiou Yingying Fang Guang Yang MedIm OffRL LRM 63 0 0 25 Apr 2025
CAMU: Context Augmentation for Meme Understanding Girish A. Koushik Diptesh Kanojia Helen Treharne Aditya Joshi VLM 96 0 0 24 Apr 2025
Circinus: Efficient Query Planner for Compound ML Serving Banruo Liu Wei-Yu Lin Minghao Fang Yihan Jiang Fan Lai LRM 34 0 0 23 Apr 2025
V $^2$ R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations Zhiyuan Fan Yumeng Wang Sandeep Polisetty Yi Ren Fung 50 0 0 23 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
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 103 0 0 22 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu J. Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 53 0 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 59 0 0 20 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang L. Zhang Jianfu Zhang MLLM LRM 46 0 0 19 Apr 2025
Manipulating Multimodal Agents via Cross-Modal Prompt Injection Le Wang Zonghao Ying Tianyuan Zhang Siyuan Liang Shengshan Hu Mingchuan Zhang A. Liu Xianglong Liu AAML 31 1 0 19 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 103 0 0 17 Apr 2025
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning Liangyu Xu Yingxiu Zhao J. Wang Yingyao Wang Bu Pi ... Jihao Gu X. Li Xiaoyong Zhu Jun Song Bo Zheng LRM 145 1 0 17 Apr 2025
UI-E2I-Synth: Advancing GUI Grounding with Large-Scale Instruction Synthesis Xinyi Liu Xiaoyi Zhang Ziyun Zhang Yan Lu 34 0 0 15 Apr 2025
PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild Henghui Ding Chang Liu Nikhila Ravi Shuting He Y. Wei ... Haobo Yuan X. Li Tao Zhang Lu Qi Ming Yang 28 0 0 15 Apr 2025
Omni-Dish: Photorealistic and Faithful Image Generation and Editing for Arbitrary Chinese Dishes Huijie Liu Bingcan Wang Jie Hu Xiaoming Wei Guoliang Kang 63 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 ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 68 7 1 14 Apr 2025
The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination Hao Yin Gunagzong Si Zilei Wang 125 0 0 14 Apr 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation Xiaoxing Hu Ziyang Gong Y. Wang Yuru Jia Gen Luo Xue Yang 118 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 61 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 37 0 0 07 Apr 2025
MedM-VL: What Makes a Good Medical LVLM? Yiming Shi Shaoshuai Yang Xun Zhu Haoyu Wang Miao Li Ji Wu VLM 40 1 0 06 Apr 2025
Improved Visual-Spatial Reasoning via R1-Zero-Like Training Zhenyi Liao Qingsong Xie Yanhao Zhang Zijian Kong Haonan Lu Zhenyu Yang Zhijie Deng ReLM VLM LRM 101 0 1 01 Apr 2025
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding? Y. Li Y. Zhang Tao Lin Xiangrui Liu Wenxiao Cai Zheng Liu Bo Zhao LRM 56 0 0 31 Mar 2025
Towards Understanding How Knowledge Evolves in Large Vision-Language Models Sudong Wang Y. Zhang Yao Zhu Jianing Li Zizhe Wang Y. Liu Xiangyang Ji 120 0 0 31 Mar 2025
VideoGen-Eval: Agent-based System for Video Generation Evaluation Yuhang Yang Ke Fan S. Hongxiang Li Ailing Zeng FeiLin Han Wei-dong Zhai W. Liu Yang Cao Zheng-jun Zha EGVM VGen 73 0 0 30 Mar 2025