Title
CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model Ziyu Yao Xuxin Cheng Zhiqi Huang Lei Li 165 2 0 01 Jul 2025
LaVi: Efficient Large Vision-Language Models via Internal Feature Modulation Tongtian Yue Longteng Guo Yepeng Tang Zijia Zhao Xinxin Zhu Hua Huang Jing Liu MLLM VLM 21 0 0 20 Jun 2025
Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model Shaolei Zhang Shoutao Guo Qingkai Fang Yan Zhou Yang Feng MLLM AuLLM VLM 72 0 0 16 Jun 2025
RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis Pengzuo Wu Yuhang Yang Guangcheng Zhu Chao Ye Hong Gu ... Y. He Liangyu Zha Wentao Ye Junbo Zhao Haobo Wang LMTD 18 0 0 16 Jun 2025
Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation Lexiang Tang Xianwei Zhuang Bang Yang Zhiyuan Hu Hongxiang Li Lu Ma Jinghan Ru Yuexian Zou 35 0 0 14 Jun 2025
Revolutionizing Clinical Trials: A Manifesto for AI-Driven Transformation M. Schaar Richard W. Peck E. McKinney Jim Weatherall Stuart Bailey ... Rafik Salama Christina Gunther Francesca Frau Antoine Pugeat Ramon Hernandez MedIm 71 6 0 10 Jun 2025
Unblocking Fine-Grained Evaluation of Detailed Captions: An Explaining AutoRater and Critic-and-Revise Pipeline Brian Gordon Yonatan Bitton Andreea Marzoca Yasumasa Onoe Xiao Wang Daniel Cohen-Or Idan Szpektor CoGe 28 0 0 09 Jun 2025
Synthetic Visual Genome J. S. Park Zixian Ma Linjie Li Chenhao Zheng Cheng-Yu Hsieh ... Quan Kong Norimasa Kobori Ali Farhadi Yejin Choi Ranjay Krishna 30 0 0 09 Jun 2025
Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images Liangliang You Junchi Yao Shu Yang Guimin Hu Lijie Hu Di Wang MLLM 24 0 0 08 Jun 2025
SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs Jiahui Wang Z. Liu Yongming Rao Jiwen Lu VLM LRM 191 0 0 05 Jun 2025
Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning Daeun Lee Jaehong Yoon Jaemin Cho Mohit Bansal LRM 94 0 0 04 Jun 2025
HaploOmni: Unified Single Transformer for Multimodal Video Understanding and Generation Yicheng Xiao Lin Song Rui Yang Cheng Cheng Zunnan Xu Zhaoyang Zhang Yixiao Ge Xiu Li Ying Shan 66 2 0 03 Jun 2025
VisuRiddles: Fine-grained Perception is a Primary Bottleneck for Multimodal Large Language Models in Abstract Visual Reasoning Hao Yan Handong Zheng Hao Wang Liang Yin Xingchen Liu ... Minghui Liao Chao Weng Wei Chen Yuliang Liu Xiang Bai LRM 58 0 0 03 Jun 2025
Align is not Enough: Multimodal Universal Jailbreak Attack against Multimodal Large Language Models Youze Wang Wenbo Hu Yinpeng Dong Jing Liu Hanwang Zhang Richang Hong 71 2 0 02 Jun 2025
Taming LLMs by Scaling Learning Rates with Gradient Grouping Siyuan Li Juanxi Tian Zedong Wang Xin Jin Zicheng Liu Wentao Zhang Dan Xu 50 0 0 01 Jun 2025
Test-time Vocabulary Adaptation for Language-driven Object Detection Mingxuan Liu Tyler L. Hayes Massimiliano Mancini Elisa Ricci Riccardo Volpi G. Csurka ObjD TTA VLM 52 0 0 31 May 2025
NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment Shuhao Han Haotian Fan Fangyuan Kong Wenjie Liao Chunle Guo ... Jian Guo Zhizhuo Shao Ziyu Feng Bing Li Weiming Hu 198 11 0 22 May 2025
Two-way Evidence self-Alignment based Dual-Gated Reasoning Enhancement Kexin Zhang Junlan Chen Daifeng Li Yuxuan Zhang Yangyang Feng Bowen Deng Weixu Chen LRM 79 0 0 22 May 2025
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding Feilong Tang Chengzhi Liu Zhongxing Xu Ming Hu Zelin Peng ... Minquan Lin Yifan Peng Xuelian Cheng Imran Razzak Zongyuan Ge 80 1 0 22 May 2025
Mobile-Agent-V: A Video-Guided Approach for Effortless and Efficient Operational Knowledge Injection in Mobile Automation Junyang Wang Haiyang Xu Xi Zhang Ming Yan Ji Zhang Fei Huang Jitao Sang 131 0 0 20 May 2025
Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models Kai Tang Jinhao You Xiuqi Ge Hanze Li Yichen Guo Xiande Huang MLLM 175 0 0 18 May 2025
ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Xuanle Zhao Xuexin Liu Haoyue Yang Xianzhen Luo Fanhu Zeng Jianling Li Qi Shi Chi Chen 105 5 0 17 May 2025
Diverging Towards Hallucination: Detection of Failures in Vision-Language Models via Multi-token Aggregation Geigh Zollicoffer Minh Vu Manish Bhattarai VLM 94 0 0 16 May 2025
RESAnything: Attribute Prompting for Arbitrary Referring Segmentation Ruiqi Wang Hao Zhang VLM 111 1 0 03 May 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 Lefei Zhang Jianfu Zhang MLLM LRM 117 0 0 19 Apr 2025
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning Liangyu Xu Yingxiu Zhao Jiadong Wang Yingyao Wang Bu Pi ... Jihao Gu Xinfeng Li Xiaoyong Zhu Jun Song Jian Xu LRM 512 6 0 17 Apr 2025
Evaluating Menu OCR and Translation: A Benchmark for Aligning Human and Automated Evaluations in Large Vision-Language Models Zhanglin Wu Tengfei Song Ning Xie Mengli Zhu Weidong Zhang ... Pengfei Li Chong Li Junhao Zhu Hao Yang Shiliang Sun 122 2 0 16 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 233 132 1 14 Apr 2025
VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning Xianwei Zhuang Yuxin Xie Yufan Deng Dongchao Yang Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou 165 5 0 03 Apr 2025
QID: Efficient Query-Informed ViTs in Data-Scarce Regimes for OCR-free Visual Document Understanding Binh M. Le Shaoyuan Xu Jinmiao Fu Zhishen Huang Moyan Li Yanhui Guo Hongdong Li Sameera Ramasinghe Bryan Wang 75 0 0 03 Apr 2025
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks Weinan Zhang Mengna Wang Gangao Liu Xu Huixin Yiwei Jiang ... Hang Zhang Xin Li Weiming Lu Peng Li Yueting Zhuang LM&Ro LRM 197 9 0 27 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 158 2 0 25 Mar 2025
Commander-GPT: Fully Unleashing the Sarcasm Detection Capability of Multi-Modal Large Language Models Yize Zhang Chunwang Zou Bo Wang Jing Qin 145 0 0 24 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 Cheng VLM 181 1 0 17 Mar 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 482 4 0 13 Mar 2025
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model Mingxing Li Rui Wang Lei Sun Y. Bai Xiangxiang Chu 102 0 0 08 Mar 2025
LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant Wei Li Bing Hu Rui Shao Leyang Shen Liqiang Nie 106 4 0 05 Mar 2025
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts Zhongyang Li Ziyue Li Dinesh Manocha MoE 150 0 0 27 Feb 2025
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease Progression Linjie Mu Zhongzhen Huang Shengqian Qin Yakun Zhu Shanghang Zhang Xiaofan Zhang 108 1 0 17 Feb 2025
Towards Cross-Lingual Explanation of Artwork in Large-scale Vision Language Models Shintaro Ozaki Kazuki Hayashi Yusuke Sakai Hidetaka Kamigaito Katsuhiko Hayashi Taro Watanabe LRM 150 1 0 17 Feb 2025
UniMoD: Efficient Unified Multimodal Transformers with Mixture-of-Depths Weijia Mao Zhiyong Yang Mike Zheng Shou MoE 208 1 0 10 Feb 2025
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Yijun Yang L. Wang Xiao Yang Lanqing Hong Jun Zhu AAML 77 0 0 09 Feb 2025
A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments Gaith Rjouba Hanae Elmekki Saidul Islam Jamal Bentahar Rachida Dssouli 98 1 0 04 Feb 2025
PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures Shivalika Singh Nakul Sharma Manish Gupta Anand Mishra 143 1 0 28 Jan 2025
HumanOmni: A Large Vision-Speech Language Model for Human-Centric Video Understanding Jiaxing Zhao Q. Yang Yixing Peng Detao Bai Shimin Yao ... Xiang Chen Shenghao Fu Weixuan chen Xihan Wei Liefeng Bo VGen AuLLM 96 6 0 28 Jan 2025
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Shaolei Zhang Qingkai Fang Zhe Yang Yang Feng MLLM VLM 172 43 0 07 Jan 2025
Visual Large Language Models for Generalized and Specialized Applications Yifan Li Zhixin Lai Wentao Bao Zhen Tan Anh Dao Kewei Sui Jiayi Shen Dong Liu Huan Liu Yu Kong VLM 179 15 0 06 Jan 2025
HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment Zitong Xu Huiyu Duan Guangji Ma Liu Yang Jiarui Wang Qingbo Wu Xiongkuo Min Guangtao Zhai P. Callet 86 3 0 03 Jan 2025
M $^3$ oralBench: A MultiModal Moral Benchmark for LVLMs Bei Yan Jie M. Zhang Zhiyuan Chen Shiguang Shan Xilin Chen ELM 95 3 0 31 Dec 2024
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection Le Yang Ziwei Zheng Boxu Chen Zhengyu Zhao Chenhao Lin Chao Shen VLM 320 7 0 18 Dec 2024