Title
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu OffRL VLM 32 0 0 15 May 2025
From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation Yifu Yuan Haiqin Cui Yibin Chen Zibin Dong Fei Ni Longxin Kou Jinyi Liu Pengyi Li Yan Zheng Jianye Hao 31 0 0 13 May 2025
RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video Shuhang Xun Sicheng Tao Jiajun Li Yibo Shi Zhixin Lin ... Shikang Wang Yong-Jin Liu H. Zhang Ying Ma Xuming Hu VLM LRM 45 0 0 04 May 2025
Multimodal graph representation learning for website generation based on visual sketch Tung D. Vu Chung Hoang Truong-Son Hy 3DV 56 0 0 25 Apr 2025
Token Sequence Compression for Efficient Multimodal Computing Yasmine Omri Parth Shroff Thierry Tambe 58 0 0 24 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
$VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension$ VideoVista-CulturalLingo: 360 $^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension Xinyu Chen Yunxin Li Haoyuan Shi Baotian Hu Wenhan Luo Yaowei Wang M. Zhang ELM 67 0 0 23 Apr 2025
FaceInsight: A Multimodal Large Language Model for Face Perception Jingzhi Li Changjiang Luo Ruoyu Chen Hua Zhang Wenqi Ren Jianhou Gan Xiaochun Cao CVBM LRM 65 0 0 22 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
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 51 0 0 19 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
How Can Objects Help Video-Language Understanding? Zitian Tang Shijie Wang Junho Cho Jaewook Yoo Chen Sun 45 0 0 10 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 Xiaomeng Li MLLM VLM 178 0 0 08 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian-Yu Guan Wei Yu Wu Rui Yan VLM 52 0 0 03 Apr 2025
Towards Understanding How Knowledge Evolves in Large Vision-Language Models Sudong Wang Yuyao Zhang Yao Zhu Jianing Li Zizhe Wang Yi Liu Xiangyang Ji 137 0 0 31 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 48 14 0 27 Mar 2025
OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning Zhiyuan Liu Yuting Zhang Feng Liu Changwang Zhang Ying Sun Jun Wang LRM 70 3 0 20 Mar 2025
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies Wei Song Yixuan Wang Zijia Song Yadong Li Haoze Sun Xin Wu Zenan Zhou Jianhua Xu Jiaqi Wang Kaicheng Yu 60 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 87 0 0 17 Mar 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 143 1 0 11 Mar 2025
EMMOE: A Comprehensive Benchmark for Embodied Mobile Manipulation in Open Environments Dongping Li Tielong Cai Tianci Tang Wenhao Chai Katherine Rose Driggs-Campbell Gaoang Wang LM&Ro 61 0 0 11 Mar 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Yuqing Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 145 0 0 08 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 55 1 0 04 Mar 2025
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts P. Wang Zhongzhi Li Fei Yin Dekang Ran Chenglin Liu Cheng-Lin Liu LRM 50 3 0 28 Feb 2025
Raccoon: Multi-stage Diffusion Training with Coarse-to-Fine Curating Videos Zhiyu Tan Junyan Wang Hao Yang Luozheng Qin Hesen Chen Qiang-feng Zhou Hao Li VGen 69 0 0 28 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 70 3 0 11 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng Jingyang Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 99 9 0 08 Feb 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 218 0 0 21 Jan 2025
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks Miran Heo Min-Hung Chen De-An Huang Sifei Liu Subhashree Radhakrishnan Seon Joo Kim Yu-Chun Wang Ryo Hachiuma ObjD VLM 159 2 0 14 Jan 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 47 2 0 13 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 61 3 0 06 Jan 2025
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM Yuqian Yuan Hang Zhang Wentong Li Zesen Cheng Boqiang Zhang ... Deli Zhao Wenqiao Zhang Yueting Zhuang Jianke Zhu Lidong Bing 74 5 0 31 Dec 2024
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 Dec 2024
Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Aditya Chinchure Sahithya Ravi R. Ng Vered Shwartz Boyang Albert Li Leonid Sigal ReLM LRM VLM 77 2 0 07 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 98 5 0 05 Dec 2024
Progress-Aware Video Frame Captioning Zihui Xue Joungbin An Xitong Yang Kristen Grauman 100 1 0 03 Dec 2024
On Domain-Specific Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 102 2 0 29 Nov 2024
Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads Siqi Kou Jiachun Jin Chang Liu Ye Ma Jian Jia Quan Chen Peng Jiang Zhijie Deng Zhijie Deng DiffM VGen VLM 135 6 0 28 Nov 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 109 6 0 27 Nov 2024
RoboSpatial: Teaching Spatial Understanding to 2D and 3D Vision-Language Models for Robotics Chan Hee Song Valts Blukis Jonathan Tremblay Stephen Tyree Yu-Chuan Su Stan Birchfield 96 6 0 25 Nov 2024
Human-Activity AGV Quality Assessment: A Benchmark Dataset and an Objective Evaluation Metric Zhichao Zhang Wei Sun Xinyue Li Yunhao Li Qihang Ge ... Zhongpeng Ji Fengyu Sun Shangling Jui Xiongkuo Min Guangtao Zhai EGVM 117 1 0 25 Nov 2024
AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea Qifan Yu Wei Chow Zhongqi Yue Kaihang Pan Yang Wu Xiaoyang Wan Juncheng Billy Li Siliang Tang H. Zhang Yueting Zhuang DiffM 106 17 0 24 Nov 2024
VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge Vishwesh Nath Wenqi Li Dong Yang Andriy Myronenko Mingxin Zheng ... Holger Roth Daguang Xu Baris Turkbey Holger Roth Daguang Xu VLM 102 4 0 19 Nov 2024
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level Andong Deng Tongjia Chen Shoubin Yu Taojiannan Yang Lincoln Spencer Yapeng Tian Ajmal Saeed Mian Joey Tianyi Zhou Chen Chen LRM 68 1 0 15 Nov 2024
StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identification Yichen He Yuan Lin Jianchao Wu Hanchong Zhang Yuchen Zhang Ruicheng Le VGen VLM 151 2 0 11 Nov 2024
Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination D. Song Sicheng Lai Shunian Chen Lichao Sun Benyou Wang 151 0 0 06 Nov 2024
Situational Scene Graph for Structured Human-centric Situation Understanding Chinthani Sugandhika Chen Li Deepu Rajan Basura Fernando 161 1 0 30 Oct 2024
AAAR-1.0: Assessing AI's Potential to Assist Research Renze Lou Hanzi Xu Sijia Wang Jiangshu Du Ryo Kamoi ... Xi Li Kaipeng Zhang Congying Xia Lifu Huang Wenpeng Yin 37 5 0 29 Oct 2024
COAT: Compressing Optimizer states and Activation for Memory-Efficient FP8 Training Haocheng Xi Han Cai Ligeng Zhu Yaojie Lu Kurt Keutzer Jianfei Chen Song Han MQ 75 9 0 25 Oct 2024
VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks Lawrence Jang Yinheng Li Charles Ding Justin Lin Paul Pu Liang Dan Zhao Rogerio Bonatti K. Koishida 46 5 0 24 Oct 2024