Title
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning Zexian Yang Dian Li Dayan Wu Gang Liu Weiping Wang MLLM LRM 36 0 0 12 May 2025
TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation Haokun Lin Teng Wang Yixiao Ge Yuying Ge Zhichao Lu Ying Wei Qingfu Zhang Zhenan Sun Ying Shan MLLM VLM 64 0 0 08 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 74 1 0 05 May 2025
DeCo: Task Decomposition and Skill Composition for Zero-Shot Generalization in Long-Horizon 3D Manipulation Zixuan Chen Junhui Yin Yangtao Chen Jing Huo Pinzhuo Tian Jieqi Shi Yiwen Hou Y. Li Yang Gao 33 0 0 01 May 2025
SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models Wufei Ma Luoxin Ye Nessa McWeeney Celso M de Melo A. Yuille Jieneng Chen LRM 57 1 0 01 May 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 81 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 X. Li MLLM 71 0 0 29 Apr 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization Kesen Zhao B. Zhu Qianru Sun Hanwang Zhang MLLM LRM 81 0 0 25 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 63 0 0 25 Apr 2025
V $^2$ R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations Zhiyuan Fan Yumeng Wang Sandeep Polisetty Yi Ren Fung 43 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
TrustGeoGen: Scalable and Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving Daocheng Fu Zijun Chen Renqiu Xia Qi Liu Yuan Feng ... Peng Gao Junchi Yan Botian Shi Bo Zhang Yu Qiao 28 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 57 0 0 20 Apr 2025
ChartQA-X: Generating Explanations for Charts Shamanthak Hegde Pooyan Fazli H. Seifi 12 0 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 Weidong Zhang Mengli Zhu ... Pengfei Li C. Li Junhao Zhu Hao-Yu Yang Shiliang Sun 26 1 0 16 Apr 2025
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching Xinli Yue Jianhui Sun Junda Lu Liangchao Yao Fan Xia Tianyi Wang Fengyun Rao Jing Lyu Yuetang Deng 21 0 0 16 Apr 2025
BabyVLM: Data-Efficient Pretraining of VLMs Inspired by Infant Learning Shengao Wang Arjun Chandra Aoming Liu Venkatesh Saligrama Boqing Gong MLLM VLM 45 0 0 13 Apr 2025
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks J. Wu Hao Yang Xinhua Zeng Guibing He Z. Chen Z. Li X. Zhang Yangyang Ma Run Fang Yang Liu LRM 70 0 0 12 Apr 2025
FVQ: A Large-Scale Dataset and A LMM-based Method for Face Video Quality Assessment Sijing Wu Yunhao Li Ziwen Xu Yixuan Gao Huiyu Duan Wei Sun Guangtao Zhai 39 1 0 12 Apr 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Y. Liu Qi Wang Fuzheng Zhang VLM 53 1 0 10 Apr 2025
Investigating Vision-Language Model for Point Cloud-based Vehicle Classification Yiqiao Li Jie Wei Camille Kamga 26 0 0 10 Apr 2025
Benchmarking Multimodal CoT Reward Model Stepwise by Visual Program Minghe Gao Xuqi Liu Zhongqi Yue Y. Wu Shuang Chen Juncheng Billy Li Siliang Tang Fei Wu Tat-Seng Chua Yueting Zhuang OffRL LRM 39 1 0 09 Apr 2025
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 34 4 0 07 Apr 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts Yimu Wang Mozhgan Nasr Azadani Sean Sedwards Krzysztof Czarnecki MLLM MoE 52 0 0 07 Apr 2025
UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding Yang Jiao Haibo Qiu Zequn Jie S. Chen Jingjing Chen Lin Ma Yu Jiang 26 2 0 06 Apr 2025
SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image Understanding Yimin Wei Aoran Xiao Yexian Ren Yuting Zhu Hongruixuan Chen J. Xia Naoto Yokoya VLM 66 0 0 04 Apr 2025
A Survey of Large Language Models in Mental Health Disorder Detection on Social Media Zhuohan Ge Nicole Hu Darian Li Yubo Wang Shihao Qi Yuming Xu Han Shi J. Zhang AI4MH 56 0 0 03 Apr 2025
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization Chaohu Liu Tianyi Gui Yu Liu Linli Xu VLM AAML 68 1 0 02 Apr 2025
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement Runhui Huang Chunwei Wang Junwei Yang Guansong Lu Yunlong Yuan ... Lu Hou Wei Zhang Lanqing Hong Hengshuang Zhao Hang Xu MLLM 81 1 0 02 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 54 0 0 31 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 82 2 0 27 Mar 2025
FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs Xiaoqin Wang Xusen Ma Xianxu Hou Meidan Ding Yudong Li Junliang Chen Wenting Chen Xiaoyang Peng LinLin Shen CVBM 71 0 0 27 Mar 2025
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token Compression Dongchen Lu Yuyao Sun Zilu Zhang Leping Huang Jianliang Zeng Mao Shu Huo Cao 39 0 0 27 Mar 2025
Beyond Words: Advancing Long-Text Image Generation via Multimodal Autoregressive Models Alex Jinpeng Wang Linjie Li Z. Yang Lijuan Wang Min Li DiffM 68 0 0 26 Mar 2025
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark Ivan Sviridov Amina Miftakhova Artemiy Tereshchenko Galina Zubkova Pavel Blinov Andrey Savchenko LM&MA 29 0 0 26 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
LangBridge: Interpreting Image as a Combination of Language Embeddings Jiaqi Liao Yuwei Niu Fanqing Meng Hao Li Changyao Tian ... Dianqi Li X. Zhu Li Yuan Jifeng Dai Yu Cheng MLLM 72 0 0 25 Mar 2025
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation Haoyu Fu Diankun Zhang Zongchuang Zhao Jianfeng Cui Dingkang Liang Chong Zhang Dingyuan Zhang Hongwei Xie Bing Wang Xiang Bai 38 2 0 25 Mar 2025
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning Jiaqi Liao Z. Yang Linjie Li Dianqi Li Kevin Qinghong Lin Yu-Xi Cheng Lijuan Wang MLLM LRM 57 0 0 25 Mar 2025
Towards Online Multi-Modal Social Interaction Understanding X. Li Shijian Deng Bolin Lai Weiguo Pian James M. Rehg Yapeng Tian 41 0 0 25 Mar 2025
Commander-GPT: Fully Unleashing the Sarcasm Detection Capability of Multi-Modal Large Language Models Y. Zhang Chunwang Zou Bo Wang Jing Qin 51 0 0 24 Mar 2025
Visual Persona: Foundation Model for Full-Body Human Customization Jisu Nam Soowon Son Zhan Xu Jing Shi Difan Liu Feng Liu Aashish Misraa Seungryong Kim Yang Zhou DiffM 37 0 0 19 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 59 0 0 19 Mar 2025
Can Large Vision Language Models Read Maps Like a Human? Shuo Xing Zezhou Sun Shuangyu Xie Kaiyuan Chen Yanjia Huang Yuping Wang Jiachen Li Dezhen Song Zhengzhong Tu 58 2 0 18 Mar 2025
Federated Continual Instruction Tuning Haiyang Guo Fanhu Zeng Fei Zhu Wenzhuo Liu Da-Han Wang Jian Xu Xu-Yao Zhang Cheng-Lin Liu CLL FedML 63 1 0 17 Mar 2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries Tianle Li Yongming Rao Winston Hu Yu Cheng MLLM 61 0 0 16 Mar 2025
Utilizing Jailbreak Probability to Attack and Safeguard Multimodal LLMs Wenzhuo Xu Zhipeng Wei Xiongtao Sun Deyue Zhang Dongdong Yang Quanchen Zou X. Zhang AAML 47 0 0 10 Mar 2025
Should VLMs be Pre-trained with Image Data? Sedrick Scott Keh Jean-Pierre Mercat S. Gadre Kushal Arora Igor Vasiljevic ... Shuran Song Russ Tedrake Thomas Kollar Ludwig Schmidt Achal Dave VLM 49 0 0 10 Mar 2025
PointVLA: Injecting the 3D World into Vision-Language-Action Models Chengmeng Li Junjie Wen Yan Peng Yaxin Peng Feifei Feng Y. X. Zhu 3DPC 69 2 0 10 Mar 2025
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios Chenglu Pan Xiaogang Xu Ganggui Ding Y. Zhang Wenbo Li Jiarong Xu Qingbiao Wu 55 0 0 10 Mar 2025