arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

视觉大模型 / VLM

视觉语言模型、视觉推理、视觉问答、图文理解和视觉 grounding。

2025-11-04 至 2025-11-04 共收录 76 信号源:cs.CV, cs.AI, cs.LG

1. 视觉问答 9 篇

2507.10449 2025-11-04 cs.CV cs.AI 84%

CoralVQA: A Large-Scale Visual Question Answering Dataset for Coral Reef Image Understanding

Hongyong Han, Wei Wang, Gaowei Zhang, Mingjie Li, Yi Wang

机构 * Beijing University of Posts and Telecommunications(北京邮电大学) Technology Innovation Center for South China Sea Remote Sensing, Surveying and Mapping Collaborative Application, Ministry of Natural Resources(自然资源部南海遥感测绘协同应用技术创新中心) South China Sea Development Research Institute, Ministry of Natural Resources(自然资源部南海发展研究 institute) Inspur Computer Technology Co., Ltd(Inspur 计算机技术有限公司) Shandong Key Laboratory of Advanced Computing(山东先进计算重点实验室)

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

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00916 2025-11-04 cs.CV 83%

Fleming-VL: Towards Universal Medical Visual Reasoning with Multimodal LLMs

Yan Shu, Chi Liu, Robin Chen, Derek Li, Bryan Dai

机构 * Ubiquant(乌比量化)

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

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01357 2025-11-04 cs.CV cs.AI 81%

CMI-MTL: Cross-Mamba interaction based multi-task learning for medical visual question answering

Qiangguo Jin, Xianyao Zheng, Hui Cui, Changming Sun, Yuqi Fang, Cong Cong, Ran Su, Leyi Wei, Ping Xuan, Junbo Wang

机构 * School of Software, Northwestern Polytechnical University, Shaanxi, China(西北工业大学软件学院) Yangtze River Delta Research Institute of Northwestern Polytechnical University, Taicang, China(西北工业大学长江三角研究 institute) Department of Computer Science and Information Technology, La Trobe University, Melbourne, Australia(拉筹伯大学计算机科学与信息技术系) CSIRO Data61, Sydney, Australia(CSIRO Data61) School of Intelligence Science and Technology, Nanjing University, Suzhou, China(南京大学智能科学与技术学院) Australian Institute of Health Innovation (AIHI), Macquarie University, Australia(麦考瑞大学健康创新研究所) School of Computer Software, College of Intelligence and Computing, Tianjin University, Tianjin, China(天津大学计算机软件学院) Centre for Artificial Intelligence driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, Macao Special Administrative Region of China(澳门理工学院人工智能驱动药物发现中心) Department of Computer Science, School of Engineering, Shantou University, Guangdong, China(汕头大学计算机科学系)

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

Comments The paper has been accepted by the 33rd Pacific Conference on Computer Graphics and Applications (Pacific Graphics 2025)

Journal ref PG2025 Conference Papers, Posters, and Demos, 2025

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01213 2025-11-04 cs.CV cs.AI 81%

Thought-For-Food: Reasoning Chain Induced Food Visual Question Answering

Riddhi Jain, Manasi Patwardhan, Parijat Deshpande, Venkataramana Runkana

机构 * TCS-Research(TCS研究)

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

Comments 10 pages, 11 figures, 6 tables

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00389 2025-11-04 cs.CV 79%

Rethinking Facial Expression Recognition in the Era of Multimodal Large Language Models: Benchmark, Datasets, and Beyond

Fan Zhang, Haoxuan Li, Shengju Qian, Xin Wang, Zheng Lian, Hao Wu, Zhihong Zhu, Yuan Gao, Qiankun Li, Yefeng Zheng, Zhouchen Lin, Pheng-Ann Heng

机构 * The Chinese University of Hong Kong(香港中文大学) Peking University(北京大学) Tencent(腾讯) Institute of Automation, Chinese Academy of Sciences(中国科学院自动化研究所) Tsinghua University(清华大学) Nanyang Technological University(南洋理工大学) Westlake University(西湖大学)

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

详情

展开后加载摘要…

URL PDF HTML 收藏
2510.22765 2025-11-04 cs.AI 77%

Jarvis: Towards Personalized AI Assistant via Personal KV-Cache Retrieval

Binxiao Xu, Junyu Feng, Shaolin Lu, Yulin Luo, Shilin Yan, Hao Liang, Ming Lu, Wentao Zhang

机构 * Peking University(北京大学) Xi’an Jiaotong University(西安交通大学) Alibaba Group(阿里巴巴集团) Intel Labs China(英特尔中国实验室)

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

Comments 19 pages, 7 figures

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01458 2025-11-04 cs.CV cs.AI 73%

When to Trust the Answer: Question-Aligned Semantic Nearest Neighbor Entropy for Safer Surgical VQA

Dennis Pierantozzi, Luca Carlini, Mauro Orazio Drago, Chiara Lena, Cesare Hassan, Elena De Momi, Danail Stoyanov, Sophia Bano, Mobarak I. Hoque

机构 * IRCCS Humanitas Research Hospital(Humanitas研究医院)

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

详情

展开后加载摘要…

URL PDF HTML 收藏
2412.07769 2025-11-04 cs.CV 57%

BiMediX2: Bio-Medical EXpert LMM for Diverse Medical Modalities

Sahal Shaji Mullappilly, Mohammed Irfan Kurpath, Sara Pieri, Saeed Yahya Alseiari, Shanavas Cholakkal, Khaled Aldahmani, Fahad Khan, Rao Anwer, Salman Khan, Timothy Baldwin, Hisham Cholakkal

机构 * Mohamed Bin Zayed University of Artificial Intelligence(Mohamed Bin Zayed大学人工智能学院) Linköping University(林肯大学) Shaikh Tahnoon bin Mohammed Medical City(Shaikh Tahnoon bin Mohammed医疗城) Tawam Hospital(Tawam医院) Sheikh Shakhbout Medical City(Sheikh Shakhbout医疗城) Govt Medical College Kozhikode(科钦政府医学院)

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

Comments Accepted to EMNLP 2025 (Findings)

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025, pages 14051-14071

详情

展开后加载摘要…

URL PDF HTML 收藏
2506.03659 2025-11-04 cs.CL 50%

Trustworthy Medical Question Answering: An Evaluation-Centric Survey

Yinuo Wang, Baiyang Wang, Robert E. Mercer, Frank Rudzicz, Sudipta Singha Roy, Pengjie Ren, Zhumin Chen, Xindi Wang

机构 * Shandong University(山东大学) University of Western Ontario(西方大学) Dalhousie University(达尔豪斯大学) University of Toronto(多伦多大学)

专题命中 视觉问答 :grounding(abstract)

Comments accepted to EMNLP 2025

详情

展开后加载摘要…

URL PDF HTML 收藏

2. 视觉推理 13 篇

2511.01618 2025-11-04 cs.CV cs.CL 83%

Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models

Xiaoyu Zhan, Wenxuan Huang, Hao Sun, Xinyu Fu, Changfeng Ma, Shaosheng Cao, Bohan Jia, Shaohui Lin, Zhenfei Yin, Lei Bai, Wanli Ouyang, Yuanqi Li, Jie Guo, Yanwen Guo

机构 * Nanjing University(南京大学) Xiaohongshu Inc.(小红书公司) East China Normal University(华东师范大学) The Chinese University of Hong Kong(香港中文大学) Shanghai Jiao Tong University(上海交通大学) University of Oxford(牛津大学)

专题命中 视觉推理 :multimodal large language model(title,abstract);MLLM(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00054 2025-11-04 cs.LG cs.AI 81%

SpatialTraceGen: High-Fidelity Traces for Efficient VLM Spatial Reasoning Distillation

Gio Huh, Dhruv Sheth, Rayhan Zirvi, Frank Xiao

专题命中 视觉推理 :VLM(title);vision-language model(abstract);分类 cs.AI、cs.LG

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on Efficient Reasoning

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01340 2025-11-04 cs.CV cs.CL 79%

$\left|\,\circlearrowright\,\boxed{\text{BUS}}\,\right|$: A Large and Diverse Multimodal Benchmark for evaluating the ability of Vision-Language Models to understand Rebus Puzzles

Trishanu Das, Abhilash Nandy, Khush Bajaj, Deepiha S

机构 * Tredence Inc.(特伦德公司) Indian Institute of Technology Kharagpur(印度理工学院克拉格浦尔分校) Inria Paris-Rocquencourt(巴黎-罗克琴库特研究所) Rajiv Gandhi University(拉吉夫·甘地大学) Tsinghua University(清华大学) Palmer Research Laboratories(帕勒姆研究实验室)

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

Comments 7 pages, 5 figures, 4 tables

详情

展开后加载摘要…

URL PDF HTML 收藏
2503.12149 2025-11-04 cs.CL cs.MM cs.SI 78%

Seeing Sarcasm Through Different Eyes: Analyzing Multimodal Sarcasm Perception in Large Vision-Language Models

Junjie Chen, Xuyang Liu, Subin Huang, Linfeng Zhang, Hang Yu

机构 * Anhui Polytechnic University (AHPU)(安徽工程大学) Shanghai University (SHU)(上海大学) Shanghai Jiao Tong University (SJTU)(上海交通大学) Sichuan University (SCU)(四川大学)

专题命中 视觉推理 :vision-language model(title,abstract)

详情

展开后加载摘要…

URL PDF HTML 收藏
2510.25760 2025-11-04 cs.CV 77%

Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks

Xu Zheng, Zihao Dongfang, Lutao Jiang, Boyuan Zheng, Yulong Guo, Zhenquan Zhang, Giuliano Albanese, Runyi Yang, Mengjiao Ma, Zixin Zhang, Chenfei Liao, Dingcheng Zhen, Yuanhuiyi Lyu, Yuqian Fu, Bin Ren, Linfeng Zhang, Danda Pani Paudel, Nicu Sebe, Luc Van Gool, Xuming Hu

专题命中 视觉推理 :visual question answering(abstract);grounding(abstract);multimodal large language model(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2507.12508 2025-11-04 cs.CV cs.AI cs.RO 73%

MindJourney: Test-Time Scaling with World Models for Spatial Reasoning

Yuncong Yang, Jiageng Liu, Zheyuan Zhang, Siyuan Zhou, Reuben Tan, Jianwei Yang, Yilun Du, Chuang Gan

机构 * UMass Amherst(马萨诸塞大学阿默斯特分校) JHU(约翰·霍普金斯大学) HKUST(香港科技大学) Microsoft Research(微软研究院) Harvard(哈佛大学)

专题命中 视觉推理 :vision-language model(abstract);VLM(abstract);分类 cs.CV、cs.AI

Comments Project Page: https://umass-embodied-agi.github.io/MindJourney

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01617 2025-11-04 cs.CV cs.IR 70%

Vote-in-Context: Turning VLMs into Zero-Shot Rank Fusers

Mohamed Eltahir, Ali Habibullah, Lama Ayash, Tanveer Hussain, Naeemullah Khan

机构 * King Abdullah University of Science and Technology (KAUST)(卡布斯大学) King Khalid University (KKU)(国王 Khalid 大学) Edge Hill University(埃德希尔大学)

专题命中 视觉推理 :vision-language model(abstract);VLM(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2510.23603 2025-11-04 cs.CV 70%

PixelRefer: A Unified Framework for Spatio-Temporal Object Referring with Arbitrary Granularity

Yuqian Yuan, Wenqiao Zhang, Xin Li, Shihao Wang, Kehan Li, Wentong Li, Jun Xiao, Lei Zhang, Beng Chin Ooi

机构 * Zhejiang University(浙江大学) DAMO Academy, Alibaba Group(阿里云图研究院) Hupan Lab(鸿篇实验室) The Hong Kong Polytechnic University(香港理工大学)

专题命中 视觉推理 :multimodal large language model(abstract);MLLM(abstract);分类 cs.CV

Comments 22 pages, 13 figures

详情

展开后加载摘要…

URL PDF HTML 收藏
2504.12704 2025-11-04 cs.CV cs.MM 70%

SmartFreeEdit: Mask-Free Spatial-Aware Image Editing with Complex Instruction Understanding

Qianqian Sun, Jixiang Luo, Dell Zhang, Xuelong Li

机构 * Institute of Artificial Intelligence(TeleAI), China Telecom(人工智能研究院(TeleAI),中国电信) The University of Hongkong(香港大学)

专题命中 视觉推理 :multimodal large language model(abstract);MLLM(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00362 2025-11-04 cs.CV cs.AI cs.GR 62%

Oitijjo-3D: Generative AI Framework for Rapid 3D Heritage Reconstruction from Street View Imagery

Momen Khandoker Ope, Akif Islam, Mohd Ruhul Ameen, Abu Saleh Musa Miah, Md Rashedul Islam, Jungpil Shin

机构 * University of Rajshahi(拉贾沙希大学) Marshall University(马歇尔大学) University of Aizu(御所大学) University of Asia Pacific(亚洲太平洋大学)

专题命中 视觉推理 :visual reasoning(abstract);分类 cs.CV、cs.AI

Comments 6 Pages, 4 figures, 2 Tables, Submitted to ICECTE 2026

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00110 2025-11-04 cs.CV cs.AI 62%

Chain of Time: In-Context Physical Simulation with Image Generation Models

YingQiao Wang, Eric Bigelow, Boyi Li, Tomer Ullman

机构 * Harvard University(哈佛大学) Sakana AI NTT Research(NTT研究所) UC Berkeley(伯克利大学) Nvidia Research(NVIDIA研究)

专题命中 视觉推理 :vision-language model(abstract);分类 cs.CV、cs.AI

详情

展开后加载摘要…

URL PDF HTML 收藏
2505.17050 2025-11-04 cs.CL cs.AI cs.CE cs.CY cs.MM 57%

Towards Robust Evaluation of STEM Education: Leveraging MLLMs in Project-Based Learning

Xinyi Wu, Yanhao Jia, Qinglin Zhang, Yiran Qin, Luwei Xiao, Shuai Zhao

机构 * Shanghai Jiao Tong University(上海交通大学) Nanyang Technological University(南洋理工大学) Shanghai AI Laboratory(上海人工智能实验室)

专题命中 视觉推理 :multimodal large language model(abstract);分类 cs.AI

详情

展开后加载摘要…

URL PDF HTML 收藏
2505.15715 2025-11-04 cs.CL 50%

Beyond Empathy: Integrating Diagnostic and Therapeutic Reasoning with Large Language Models for Mental Health Counseling

He Hu, Yucheng Zhou, Juzheng Si, Qianning Wang, Hengheng Zhang, Fuji Ren, Fei Ma, Laizhong Cui, Qi Tian

机构 * College of Computer Science and Software Engineering, Shenzhen University(深圳大学计算机科学与软件工程学院) Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)(广东省人工智能与数字经济发展实验室) SKL-IOTSC, CIS, University of Macau(澳门科学馆物联网与智慧城市研究中心) Shandong University(山东大学) Auckland University of Technology(技术大学(奥克兰)) University of Electronic Science and Technology of China(电子科技大学)

专题命中 视觉推理 :grounding(abstract)

详情

展开后加载摘要…

URL PDF HTML 收藏

3. 视觉定位与Grounding 16 篇

2505.15685 2025-11-04 cs.RO 85%

From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems

Xiuchao Sui, Daiying Tian, Qi Sun, Ruirui Chen, Dongkyu Choi, Kenneth Kwok, Soujanya Poria

机构 * IHPC, Agency for Science, Technology and Research, Singapore(科技研究局智能技术中心,新加坡) Nanyang Technological University, Singapore(南洋理工大学,新加坡)

专题命中 视觉定位与Grounding :grounding(title,abstract);vision-language model(abstract);multimodal large language model(abstract)

Comments EMNLP 2025 camera ready

详情

展开后加载摘要…

URL PDF HTML 收藏
2510.26781 2025-11-04 cs.CV 83%

ChartAB: A Benchmark for Chart Grounding & Dense Alignment

Aniruddh Bansal, Davit Soselia, Dang Nguyen, Tianyi Zhou

机构 * University of Maryland, College Park(马里兰大学学院公园分校)

专题命中 视觉定位与Grounding :grounding(title,abstract);vision-language model(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2509.17359 2025-11-04 cs.IR 82%

MLLM-Driven Semantic Identifier Generation for Generative Cross-Modal Retrieval

Tianyuan Li, Lei Wang, Ahtamjan Ahmat, Yating Yang, Bo Ma, Rui Dong, Bangju Han

专题命中 视觉定位与Grounding :MLLM(title);grounding(abstract);multimodal large language model(abstract)

Comments We plan to revise the methodology and update the experimental analysis before resubmission

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00879 2025-11-04 cs.CL cs.AI cs.LG 81%

Assessing LLM Reasoning Steps via Principal Knowledge Grounding

Hyeon Hwang, Yewon Cho, Chanwoong Yoon, Yein Park, Minju Song, Kyungjae Lee, Gangwoo Kim, Jaewoo Kang

机构 * Korea University(韩国大学) University of Seoul(首尔大学) AWS AI Labs(AWS人工智能实验室) AIGEN Sciences(AIGEN科学)

专题命中 视觉定位与Grounding :grounding(title,abstract);分类 cs.AI、cs.LG

Comments Accepted to EMNLP 2025 Findings

详情

展开后加载摘要…

URL PDF HTML 收藏
2504.02866 2025-11-04 cs.CV 77%

OpenFACADES: An Open Framework for Architectural Caption and Attribute Data Enrichment via Street View Imagery

Xiucheng Liang, Jinheng Xie, Tianhong Zhao, Rudi Stouffs, Filip Biljecki

机构 * Department of Architecture, National University of Singapore(建筑系,新加坡国立大学) Department of Electrical and Computer Engineering, National University of Singapore(电气与计算机工程系,新加坡国立大学) School of Artificial Intelligence, Shenzhen Technology University(人工智能学院,深圳科技大学) Department of Real Estate, National University of Singapore(房地产系,新加坡国立大学)

专题命中 视觉定位与Grounding :vision-language model(abstract);VLM(abstract);multimodal large language model(abstract);分类 cs.CV

Journal ref ISPRS Journal of Photogrammetry and Remote Sensing 230: 918-942, 2025

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00940 2025-11-04 cs.RO cs.AI 70%

URDF-Anything: Constructing Articulated Objects with 3D Multimodal Language Model

Zhe Li, Xiang Bai, Jieyu Zhang, Zhuangzhe Wu, Che Xu, Ying Li, Chengkai Hou, Shanghang Zhang

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University(多媒体信息处理国家重点实验室,计算机学院,北京大学) University of Washington(华盛顿大学)

专题命中 视觉定位与Grounding :multimodal large language model(abstract);MLLM(abstract);分类 cs.AI

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.00613 2025-11-04 cs.CV 70%

CueBench: Advancing Unified Understanding of Context-Aware Video Anomalies in Real-World

Yating Yu, Congqi Cao, Zhaoying Wang, Weihua Meng, Jie Li, Yuxin Li, Zihao Wei, Zhongpei Shen, Jiajun Zhang

专题命中 视觉定位与Grounding :vision-language model(abstract);grounding(abstract);分类 cs.CV

详情

展开后加载摘要…

URL PDF HTML 收藏
2511.01449 2025-11-04 cs.CV cs.AI 62%

Privacy Preserving Ordinal-Meta Learning with VLMs for Fine-Grained Fruit Quality Prediction

Riddhi Jain, Manasi Patwardhan, Aayush Mishra, Parijat Deshpande, Beena Rai

机构 * TCS-Research Pune, India(TCS-研究 Pune,印度)

专题命中 视觉定位与Grounding :vision language model(abstract);分类 cs.CV、cs.AI

Comments 9 pages, 1 figure, 4 tables

详情

展开后加载摘要…

URL PDF HTML 收藏