视觉大模型 / VLM

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study

Che Liu, Jiazhen Pan, Weixiang Shen, Wenjia Bai, Daniel Rueckert, Rossella Arcucci

机构 * Imperial College London, UK（伦敦帝国学院） ； Technical University of Munich, Germany（慕尼黑技术大学） ； Ludwig Maximilian University of Munich（慕尼黑路德维希-马克西米利安大学） 纠错

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Technical report

Barriers in Integrating Medical Visual Question Answering into Radiology Workflows: A Scoping Review and Clinicians' Insights

Deepali Mishra, Chaklam Silpasuwanchai, Ashutosh Modi, Madhumita Sushil, Sorayouth Chumnanvej

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments 29 pages, 5 figures (1 in supplementary), 3 tables (1 in main text, 2 in supplementary). Scoping review and clinician survey

Computed Tomography Visual Question Answering with Cross-modal Feature Graphing

Yuanhe Tian, Chen Su, Junwen Duan, Yan Song

机构 * University of Washington（华盛顿大学） ； University of Science and Technology of China（中国科学技术大学） ； Central South University（中南大学） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments 9 pages, 3 figures

Object Retrieval for Visual Question Answering with Outside Knowledge

Shichao Kan, Yuhai Deng, Jiale Fu, Lihui Cen, Zhe Qu, Linna Zhang, Yixiong Liang, Yigang Cen

机构 * School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） ； School of Automation, Central South University（中南大学自动化学院） ； Dundee International Institute, Central South University（中南大学邓迪国际学院） ； College of Mechanical Engineering, Guizhou University（贵州大学机械工程学院） ； Institute of Information Science, School of Computer and Information Technology, Beijing Jiaotong University（北京交通大学计算机与信息学院信息科学研究所） ； Beijing Key Laboratory of Advanced Information Science and Network Technology（北京高级信息科学与网络技术重点实验室） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Self-ReS: Self-Reflection in Large Vision-Language Models for Long Video Understanding

Joao Pereira, Vasco Lopes, David Semedo, Joao Neves

机构 * DeepNeuronic ； NOVA LINCS, University of Beira Interior（NOVA LINCS，贝拉内里大学） 纠错

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction

Zizhi Chen, Minghao Han, Xukun Zhang, Shuwei Ma, Tao Liu, Xing Wei, Lihua Zhang

机构 * 1 Academy for Engineering ； Technology, Fudan University, Shanghai, China ； 2 Institute of Metaverse \& Intelligent Medicine, Fudan University, Shanghai, China ； 3 Engineering Research Center of AI ； 4 Jilin Provincial Key Laboratory of Intelligence Science 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments Accepted by ICME2025

Multimodal Rationales for Explainable Visual Question Answering

Kun Li, George Vosselman, Michael Ying Yang

机构 * University of Twente（特文特大学） ； University of Bath（巴斯大学） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments Accepted to CVPR workshops 2025

ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla

Deeparghya Dutta Barua, Md Sakib Ul Rahman Sourove, Md Fahim, Fabiha Haider, Fariha Tanjim Shifat, Md Tasmim Rahman Adib, Anam Borhan Uddin, Md Farhan Ishmam, Md Farhad Alam

专题命中 视觉问答 ：visual question answering(title)；vision language model(abstract)；分类 cs.CV

Comments Accepted in ECML PKDD 2025

"See the World, Discover Knowledge": A Chinese Factuality Evaluation for Large Vision Language Models

Jihao Gu, Yingyao Wang, Pi Bu, Chen Wang, Ziming Wang, Tengtao Song, Donglai Wei, Jiale Yuan, Yingxiu Zhao, Yancheng He, Shilong Li, Jiaheng Liu, Meng Cao, Jun Song, Yingshui Tan, Xiang Li, Wenbo Su, Zhicheng Zheng, Xiaoyong Zhu, Bo Zheng

机构 * Alibaba Group（阿里巴巴集团） 纠错

专题命中 视觉问答 ：vision language model(title,abstract)；分类 cs.CV

Comments 26 pages, 21 figures

MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models

Jiahao Huo, Yibo Yan, Xu Zheng, Yuanhuiyi Lyu, Xin Zou, Zhihua Wei, Xuming Hu

专题命中 视觉问答 ：multimodal large language model(title,abstract)；分类 cs.AI

Comments Accepted as ACL 2025 Findings

Enhancing Large Vision-Language Models with Layout Modality for Table Question Answering on Japanese Annual Securities Reports

Hayato Aida, Kosuke Takahashi, Takahiro Omi

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Accepted at IIAI AAI 2025, the 3rd International Conference on Computational and Data Sciences in Economics and Finance

MedCFVQA: A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering

Shuchang Ye, Usman Naseem, Mingyuan Meng, Dagan Feng, Jinman Kim

机构 * The University of Sydney（悉尼大学） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

ViQAgent: Zero-Shot Video Question Answering via Agent with Open-Vocabulary Grounding Validation

Tony Montes, Fernando Lozano

机构 * The Department of Electrical and Electronics Engineering（电气与电子工程系） ； Universidad de los Andes（亚利桑德大学） 纠错

专题命中 视觉问答 ：grounding(title,abstract)；分类 cs.CV

Visual Question Answering on Multiple Remote Sensing Image Modalities

Hichem Boussaid, Lucrezia Tosato, Flora Weissgerber, Camille Kurtz, Laurent Wendling, Sylvain Lobry

机构 * LIPADE, Université Paris Cité, France（巴黎cité大学LIPADE研究所） ； ONERA, France（法国ONERA研究所） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments EARTHVISION 2025 8 pages, 1 page of supplementary material, 4 figures

Enhanced Textual Feature Extraction for Visual Question Answering: A Simple Convolutional Approach

Zhilin Zhang, Fangyu Wu

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments To be published in 2025 6th International Conference on Computer Vision and Computational Intelligence (CVCI 2025)

Scene-Text Grounding for Text-Based Video Question Answering

Sheng Zhou, Junbin Xiao, Xun Yang, Peipei Song, Dan Guo, Angela Yao, Meng Wang, Tat-Seng Chua

专题命中 视觉问答 ：grounding(title,abstract)；分类 cs.CV

Comments Accepted by IEEE TMM

Visually Interpretable Subtask Reasoning for Visual Question Answering

Yu Cheng, Arushi Goel, Hakan Bilen

机构 * University of Edinburgh（爱丁堡大学） ； NVIDIA（英伟达） 纠错

专题命中 视觉问答 ：visual question answering(title)；multimodal large language model(abstract)；分类 cs.CV

RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance

Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Nassir Navab, Matthias Keicher

机构 * Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Accepted for publication at MIDL 2025

DVLTA-VQA: Decoupled Vision-Language Modeling with Text-Guided Adaptation for Blind Video Quality Assessment

Li Yu, Situo Wang, Wei Zhou, Moncef Gabbouj

机构 * School of Computer Science, Nanjing University of Information Science & Technology（信息科学技术南京大学计算机科学学院） ； Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology (CICAEET)（江苏省大气环境与装备技术协同创新中心） ； School of Computer Science and Informatics, Cardiff University（计算机科学与信息学院，卡迪夫大学） ； Faculty of Information Technology and Communication Sciences, Tampere University（信息科技与通信科学学院，坦佩雷大学） 纠错

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning

Quanxing Xu, Ling Zhou, Xian Zhong, Feifei Zhang, Rubing Huang, Chia-Wen Lin

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image Understanding

Yimin Wei, Aoran Xiao, Yexian Ren, Yuting Zhu, Hongruixuan Chen, Junshi Xia, Naoto Yokoya

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Instruction-Aligned Visual Attention for Mitigating Hallucinations in Large Vision-Language Models

Bin Li, Dehong Gao, Yeyuan Wang, Linbo Jin, Shanqing Yu, Xiaoyan Cai, Libin Yang

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Accepted by ICME2025

GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback

Sungjae Lee, Yeonjoo Hong, Kwang In Kim

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.AI

Efficient Motion-Aware Video MLLM

Zijia Zhao, Yuqi Huo, Tongtian Yue, Longteng Guo, Haoyu Lu, Bingning Wang, Weipeng Chen, Jing Liu

专题命中 视觉问答 ：MLLM(title,abstract)；分类 cs.CV

Comments CVPR 2025

SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models

Haotian Xia, Zhengbang Yang, Junbo Zou, Rhys Tracy, Yuqing Wang, Chi Lu, Christopher Lai, Yanjun He, Xun Shao, Zhuoqing Xie, Yuan-fang Wang, Weining Shen, Hanjie Chen

专题命中 视觉问答 ：multimodal large language model(title,abstract)；分类 cs.CV

Comments ICLR 2025 Poster

VisualSimpleQA: A Benchmark for Decoupled Evaluation of Large Vision-Language Models in Fact-Seeking Question Answering

Yanling Wang, Yihan Zhao, Xiaodong Chen, Shasha Guo, Lixin Liu, Haoyang Li, Yong Xiao, Jing Zhang, Qi Li, Ke Xu

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question Answering

Jie Ma, Min Hu, Pinghui Wang, Wangchun Sun, Lingyun Song, Hongbin Pei, Jun Liu, Youtian Du

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2024

Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines

Xinwei Long, Zhiyuan Ma, Ermo Hua, Kaiyan Zhang, Biqing Qi, Bowen Zhou

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Comments AAAI-25

LanP: Rethinking the Impact of Language Priors in Large Vision-Language Models

Zongyu Wu, Yuwei Niu, Hongcheng Gao, Minhua Lin, Zhiwei Zhang, Zhifang Zhang, Qi Shi, Yilong Wang, Sike Fu, Junjie Xu, Junjie Ao, Enyan Dai, Lei Feng, Xiang Zhang, Suhang Wang

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Preprint

Guiding Medical Vision-Language Models with Explicit Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations

Kangyu Zhu, Ziyuan Qin, Huahui Yi, Zekun Jiang, Qicheng Lao, Shaoting Zhang, Kang Li

专题命中 视觉问答 ：vision-language model(title,abstract)；分类 cs.CV

Comments Accepted to NAACL 2025 Main Conference