Title
RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs Meng-Hao Guo Xuanyu Chu Qianrui Yang Zhe-Han Mo Yiqing Shen ... Kiyohiro Nakayama Zhengyang Geng Houwen Peng Han Hu Shi-Min Hu LRM 99 0 0 22 May 2025
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images? Maoyuan Ye Jing Zhang Juhua Liu Bo Du Dacheng Tao LRM 89 0 0 18 May 2025
SafeVid: Toward Safety Aligned Video Large Multimodal Models Yixu Wang Jiaxin Song Yifeng Gao Xin Wang Yang Yao Yan Teng Xingjun Ma Yingchun Wang Yu-Gang Jiang 83 0 0 17 May 2025
WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? An-Lan Wang Jingqun Tang Liao Lei Hao Feng Qi Liu ... Wen Liu Hao Liu Yang Liu Xiang Bai Can Huang 92 1 0 16 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 99 0 0 08 May 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Yiming Lei Chenkai Zhang Ziqiang Liu Haitao Leng Shaoguo Liu Tingting Gao Qingjie Liu Yunhong Wang AI4TS 77 0 0 30 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 Xuzhao Li MLLM 146 0 0 29 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 82 0 0 22 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 86 1 0 19 Apr 2025
VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment Yogesh Kulkarni Pooyan Fazli 63 0 0 18 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 100 56 1 14 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 117 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 79 5 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 97 1 0 09 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian Guan Wei Wu Rui Yan VLM 110 0 0 03 Apr 2025
RBT4DNN: Requirements-based Testing of Neural Networks Nusrat Jahan Mozumder Felipe Toledo Swaroopa Dola Matthew B. Dwyer AAML 84 1 0 03 Apr 2025
HumanAesExpert: Advancing a Multi-Modality Foundation Model for Human Image Aesthetic Assessment Zhichao Liao Xiaokun Liu Wenyu Qin Qingyu Li Qiulin Wang Pengfei Wan Di Zhang Long Zeng Pingfa Feng 127 1 0 31 Mar 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 125 1 0 26 Mar 2025
Reasoning Beyond Limits: Advances and Open Problems for LLMs M. Ferrag Norbert Tihanyi Merouane Debbah ELM OffRL LRM AI4CE 309 3 0 26 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 104 2 0 25 Mar 2025
RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models Mehdi Moshtaghi Siavash H. Khajavi Joni Pajarinen VLM 87 0 0 25 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 408 1 0 19 Mar 2025
Open3DVQA: A Benchmark for Comprehensive Spatial Reasoning with Multimodal Large Language Model in Open Space Weichen Zhang Zile Zhou Zhiheng Zheng Chen Gao Jinqiang Cui Yongqian Li Xinlei Chen Xiao-Ping Zhang LRM 104 2 0 14 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 82 2 0 13 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 140 0 0 11 Mar 2025
VisRL: Intention-Driven Visual Perception via Reinforced Reasoning Zhangquan Chen Xufang Luo Dongsheng Li OffRL LRM 97 3 0 10 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 118 3 0 05 Mar 2025
DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms Xiaojun Bi Shuo Li Ziyi Wang Ziyue Wang Fuwen Luo Weizheng Qiao Lu Han Ziwei Sun Peng Li Yang Liu 365 0 0 05 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models Saeed Ranjbar Alvar Gursimran Singh Mohammad Akbari Yong Zhang VLM 127 0 0 04 Mar 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 132 3 0 26 Feb 2025
LaVCa: LLM-assisted Visual Cortex Captioning Takuya Matsuyama Shinji Nishimoto Yu Takagi 79 1 0 20 Feb 2025
FlexDuo: A Pluggable System for Enabling Full-Duplex Capabilities in Speech Dialogue Systems Borui Liao Yulong Xu Jiao Ou Kaiyuan Yang Weihua Jian Pengfei Wan Di Zhang AuLLM 106 0 0 19 Feb 2025
Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities Hanbin Wang Xiaoxuan Zhou Zhipeng Xu Keyuan Cheng Yuxin Zuo Kai Tian Jingwei Song Junting Lu Wenhui Hu Xueyang Liu LRM MLLM 97 1 0 17 Feb 2025
DuplexMamba: Enhancing Real-time Speech Conversations with Duplex and Streaming Capabilities Xiangyu Lu Wang Xu Haoyu Wang Hongyun Zhou Haiyan Zhao Conghui Zhu Tiejun Zhao M. Yang Mamba AuLLM 80 0 0 16 Feb 2025
Generating Negative Samples for Multi-Modal Recommendation Yanbiao Ji Yue Ding Dan Luo Chang Liu Jing Tong Shaokai Wu Hongtao Lu 63 2 0 25 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 141 21 0 21 Jan 2025
ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation Xuanle Zhao Xianzhen Luo Qi Shi Chong Chen Shuo Wang Wanxiang Che Zhiyuan Liu MLLM 69 9 0 11 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 94 17 0 08 Jan 2025
GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models Zhangyang Qi Zhixiong Zhang Ye Fang Jiaqi Wang Hengshuang Zhao 135 9 0 02 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 82 2 0 01 Jan 2025
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Zheng Lin Liqiang Nie VLM 99 6 0 29 Dec 2024
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li Hao Fei 144 14 0 22 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 159 2 0 20 Dec 2024
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 121 1 0 17 Dec 2024
OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones? Zhongfu Chen Tingzhu Chen Wenjun Zhang Guangtao Zhai 113 4 0 02 Dec 2024
Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Video Diffusion Transformer Jiahao Cui Hui Li Yun Zhan Hanlin Shang K. Cheng Yuqi Ma Shan Mu Hang Zhou Jingdong Wang Siyu Zhu ViT VGen 128 7 0 01 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 146 2 0 01 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 118 3 0 29 Nov 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 129 7 0 27 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 92 65 1 15 Nov 2024