Title
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 126 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 75 0 0 30 Mar 2025
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection Bin Zhang Xiaoyang Qu Guokuan Li Jiguang Wan Jianzong Wang VLM 51 0 0 28 Mar 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu W. Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 144 2 0 27 Mar 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 90 0 0 26 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 53 0 0 24 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 D. Lin MLLM 58 1 0 18 Mar 2025
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Nvidia A. Azzolini Hannah Brandon Prithvijit Chattopadhyay Huayu Chen ... Yao Xu X. Yang Zhuolin Yang Xiaohui Zeng Z. Zhang LM&Ro LRM AI4CE 52 5 0 18 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 153 2 0 18 Mar 2025
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration Mingyang Song Xiaoye Qu Jiawei Zhou Yu-Xi Cheng VLM 52 1 0 17 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 89 8 0 16 Mar 2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries Tianle Li Yongming Rao Winston Hu Yu Cheng MLLM 66 0 0 16 Mar 2025
Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? Tianyuan Qu Longxiang Tang Bohao Peng Senqiao Yang Bei Yu Jiaya Jia VLM 159 0 0 16 Mar 2025
TAR3D: Creating High-Quality 3D Assets via Next-Part Prediction Xuying Zhang Yutong Liu Yangguang Li Renrui Zhang Y. Liu ... Wanli Ouyang Zhiwei Xiong Peng Gao Qibin Hou Ming-Ming Cheng 123 3 0 13 Mar 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 80 1 0 13 Mar 2025
UVE: Are MLLMs Unified Evaluators for AI-Generated Videos? Yuanxin Liu Rui Zhu Shuhuai Ren Jiacong Wang Haoyuan Guo Xu Sun Lu Jiang 116 1 0 13 Mar 2025
Unlock the Power of Unlabeled Data in Language Driving Model Chaoqun Wang Jie-jin Yang Xiaobin Hong Ruimao Zhang 51 0 0 13 Mar 2025
TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models Xudong Tan Peng Ye Chongjun Tu Jianjian Cao Yaoxin Yang Lin Zhang Dongzhan Zhou Tao Chen VLM 56 0 0 13 Mar 2025
BIMBA: Selective-Scan Compression for Long-Range Video Question Answering Md. Mohaiminul Islam Tushar Nagarajan Huiyu Wang Gedas Bertasius Lorenzo Torresani 150 0 0 12 Mar 2025
Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis Letian Zhang Quan Cui Bingchen Zhao Cheng Yang MLLM SyDa 51 0 0 11 Mar 2025
PhysVLM: Enabling Visual Language Models to Understand Robotic Physical Reachability Weijie Zhou Manli Tao Chaoyang Zhao Haiyun Guo Honghui Dong Ming Tang J. T. Wang 46 0 0 11 Mar 2025
CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving Changxing Liu Genjia Liu Z. Wang Jinchang Yang Siheng Chen 62 0 0 11 Mar 2025
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue Corpus Xiaoming Shi Zeming Liu Yiming Lei Chenkai Zhang Haitao Leng ... Qingjie Liu Wanxiang Che Shaoguo Liu Size Li Y. Wang 52 1 0 10 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Z. Chen Chunwei Wang Xiuwei Chen Hang Xu J. Han Xiandan Liang VLM 69 1 0 09 Mar 2025
CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models Wei Dai Peilin Chen Malinda Lu Daniel Li Haowen Wei Hejie Cui Paul Pu Liang LM&MA 51 1 0 09 Mar 2025
DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editability Xirui Hu Jiahao Wang Hao Chen Weizhan Zhang Benqi Wang Y. Li Haishun Nan DiffM 62 0 0 09 Mar 2025
DropletVideo: A Dataset and Approach to Explore Integral Spatio-Temporal Consistent Video Generation Runze Zhang Guoguang Du Xiaochuan Li Qi Jia Liang Jin ... Zhenhua Guo Yaqian Zhao Xiaoli Gong Rengang Li Baoyu Fan VGen 73 0 0 08 Mar 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Y. Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 127 0 0 08 Mar 2025
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models? Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Kaixin Cai ... Yu-Jie Yuan J. Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 59 6 0 08 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 99 2 0 05 Mar 2025
WeGen: A Unified Model for Interactive Multimodal Generation as We Chat Zhipeng Huang Shaobin Zhuang Canmiao Fu Binxin Yang Ying Zhang Chong Sun Zhizheng Zhang Yali Wang Chen Li Zheng-Jun Zha DiffM 69 1 0 03 Mar 2025
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs Abdelrahman Abouelenin Atabak Ashfaq Adam Atkinson Hany Awadalla Nguyen Bach ... Ishmam Zabir Yunan Zhang Li Zhang Y. Zhang Xiren Zhou MoE SyDa 68 23 0 03 Mar 2025
RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete Yuheng Ji Huajie Tan Jiayu Shi Xiaoshuai Hao Yuan Zhang ... Huaihai Lyu Xiaolong Zheng Jiaming Liu Zhongyuan Wang Shanghang Zhang 89 7 0 28 Feb 2025
Knowledge Bridger: Towards Training-free Missing Multi-modality Completion Guanzhou Ke Shengfeng He X. Wang Bo Wang Guoqing Chao Y. Zhang Yi Xie HeXing Su 64 0 0 27 Feb 2025
Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScore Hongseok Oh Wonseok Hwang VLM 39 0 0 27 Feb 2025
Nexus-O: An Omni-Perceptive And -Interactive Model for Language, Audio, And Vision Che Liu Yingji Zhang D. Zhang Weijie Zhang Chenggong Gong ... André Freitas Qifan Wang Z. Xu Rongjuncheng Zhang Yong Dai AuLLM 76 0 0 26 Feb 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 82 3 0 26 Feb 2025
ObjectVLA: End-to-End Open-World Object Manipulation Without Demonstration Minjie Zhu Y. X. Zhu Jinming Li Zhongyi Zhou Junjie Wen Xiaoyu Liu Chaomin Shen Yaxin Peng Feifei Feng LM&Ro 81 3 0 26 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 123 7 0 25 Feb 2025
MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference Zhongwei Wan H. Shen Xin Wang C. Liu Zheda Mai M. Zhang VLM 63 3 0 24 Feb 2025
MOVE: A Mixture-of-Vision-Encoders Approach for Domain-Focused Vision-Language Processing Matvey Skripkin Elizaveta Goncharova Dmitrii Tarasov Andrey Kuznetsov 65 0 0 24 Feb 2025
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images Yubo Wang Jianting Tang Chaohu Liu Linli Xu AAML 58 1 0 23 Feb 2025
ELIP: Enhanced Visual-Language Foundation Models for Image Retrieval Guanqi Zhan Yuanpei Liu Kai Han Weidi Xie Andrew Zisserman VLM 156 0 0 21 Feb 2025
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding Kung-Hsiang Huang Can Qin Haoyi Qiu Philippe Laban Shafiq R. Joty Caiming Xiong C. Wu VLM 141 1 0 17 Feb 2025
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease Progression Linjie Mu Zhongzhen Huang Shengqian Qin Yakun Zhu S. Zhang Xiaofan Zhang 38 0 0 17 Feb 2025
Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence Granite Vision Team Leonid Karlinsky Assaf Arbelle Abraham Daniels A. Nassar ... Sriram Raghavan T. Syeda-Mahmood Peter W. J. Staar Tal Drory Rogerio Feris VLM AI4TS 111 0 0 14 Feb 2025
The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding Mo Yu Lemao Liu J. Wu Tsz Ting Chung Shunchi Zhang JiangNan Li Dit-Yan Yeung Jie Zhou 85 1 0 13 Feb 2025
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education Yanhao Jia Xinyi Wu Hao Li Qinglin Zhang Yuxiao Hu Shuai Zhao Wenqi Fan 46 2 0 09 Feb 2025