arXivDaily arXiv每日学术速递 周一至周五更新

科学与医疗

医学 AI

医学智能、临床 AI、医学影像、病理、诊断和医疗健康大模型。

2025-11-04 至 2025-11-04 共收录 35 信号源:cs.CV, cs.LG, q-bio, eess.IV, eess.SP

1. 医学影像 35 篇

2505.01854 2025-11-04 eess.IV cs.AI cs.CV 86%

Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2

Yuwen Chen, Zafer Yildiz, Qihang Li, Yaqian Chen, Haoyu Dong, Hanxue Gu, Nicholas Konz, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering, Duke University(电气与计算机工程系,杜克大学) Department of Biostatistics and Bioinformatics, Duke University(生物统计学与生物信息学系,杜克大学) Department of Biostatistics and Bioinformatics, Radiology, Electrical and Computer Engineering, and Computer Science, Duke University(生物统计学与生物信息学系,放射学,电气与计算机工程,和计算机科学,杜克大学)

专题命中 医学影像 :medical image(title,abstract);MRI(abstract);CT(abstract);分类 cs.CV、eess.IV

Comments Accepted for publication in IEEE Transactions on Medical Imaging (IEEE TMI)

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2511.01574 2025-11-04 cs.CV 83%

Generative Adversarial Synthesis and Deep Feature Discrimination of Brain Tumor MRI Images

Md Sumon Ali, Muzammil Behzad

机构 * King Fahd University of Petroleum and Minerals(国王法赫德石油矿物大学) SDAIA-KFUPM Joint Research Center for Artificial Intelligence(SDAIA-KFUPM人工智能联合研究中心)

专题命中 医学影像 :MRI(title,abstract);medical image(abstract);分类 cs.CV

Comments 9 pagers, 8 Figures

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2511.01328 2025-11-04 cs.CV 83%

RDTE-UNet: A Boundary and Detail Aware UNet for Precise Medical Image Segmentation

Jierui Qu, Jianchun Zhao

专题命中 医学影像 :medical image(title,abstract);diagnosis(abstract);分类 cs.CV

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2511.00698 2025-11-04 cs.CV 83%

Toward Better Optimization of Low-Dose CT Enhancement: A Critical Analysis of Loss Functions and Image Quality Assessment Metrics

Taifour Yousra, Beghdadi Azeddine, Marie Luong, Zuheng Ming

机构 * L2TI, University Sorbonne Paris Nord, UR 3043(L2TI,巴黎索邦大学,UR 3043)

专题命中 医学影像 :CT(title,abstract);medical image(abstract);分类 cs.CV

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2511.00381 2025-11-04 cs.CV cs.HC 83%

VisionCAD: An Integration-Free Radiology Copilot Framework

Jiaming Li, Junlei Wu, Sheng Wang, Honglin Xiong, Jiangdong Cai, Zihao Zhao, Yitao Zhu, Yuan Yin, Dinggang Shen, Qian Wang

机构 * organization= School of Biomedical Engineering \& State Key Laboratory of Advanced Medical Materials Devices, ShanghaiTech University , city= Shanghai , postcode= 201210 , state= Shanghai , country= China organization= Shanghai United Imaging Intelligence Co. Ltd. , city= Shanghai , postcode= 200230 , state= Shanghai , country= China organization= Shanghai Clinical Research Trial Center , city= Shanghai , postcode= 201210 , state= Shanghai , country= China

专题命中 医学影像 :radiology(title);medical image(abstract);diagnosis(abstract);分类 cs.CV

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2511.00095 2025-11-04 cs.CV cs.AI 83%

SpinalSAM-R1: A Vision-Language Multimodal Interactive System for Spine CT Segmentation

Jiaming Liu, Dingwei Fan, Junyong Zhao, Chunlin Li, Haipeng Si, Liang Sun

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics(人工智能学院,南京航空航天大学) Department of Orthopedics, Qilu Hospital, Shandong University(骨科部,齐鲁医院,山东大学) Key Laboratory of Qingdao in Medicine and Engineering(医学与工程青岛重点实验室)

专题命中 医学影像 :CT(title,abstract);diagnosis(abstract);分类 cs.CV

Comments 2 Tables,5 Figures,16 Equations

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2511.00681 2025-11-04 cs.CV cs.AI cs.LG 81%

Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control

Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez, Paul Wright, Mehmet Yigitsoy, Sebastien Ourselin, Jorge Cardoso

机构 * School of Biomedical Engineering \& Imaging Sciences, King’s College London, London, UK deepc GmbH, Munich, Germany

专题命中 医学影像 :MRI(title,abstract);分类 cs.CV、cs.LG

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2510.24770 2025-11-04 eess.IV cs.AI cs.CV 81%

DMVFC: Deep Learning Based Functionally Consistent Tractography Fiber Clustering Using Multimodal Diffusion MRI and Functional MRI

Bocheng Guo, Jin Wang, Yijie Li, Junyi Wang, Mingyu Gao, Puming Feng, Yuqian Chen, Jarrett Rushmore, Nikos Makris, Yogesh Rathi, Lauren J O'Donnell, Fan Zhang

专题命中 医学影像 :MRI(title,abstract);分类 cs.CV、eess.IV

Comments 14 pages

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2511.01284 2025-11-04 cs.CV cs.AI 79%

Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions

Karma Phuntsho, Abdullah, Kyungmi Lee, Ickjai Lee, Euijoon Ahn

机构 * James Cook University(詹姆斯库克大学)

专题命中 医学影像 :medical image(title,abstract);分类 cs.CV

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2502.13693 2025-11-04 cs.CV 79%

Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention

Omid Nejati Manzari, Hojat Asgariandehkordi, Taha Koleilat, Yiming Xiao, Hassan Rivaz

机构 * Department of Electrical and Computer Engineering, Concordia University, Montreal, Canada(电气与计算机工程系,康科迪亚大学,蒙特利尔,加拿大) Department of Computer Science and Software Engineering, Concordia University, Montreal, Canada(计算机科学与软件工程系,康科迪亚大学,蒙特利尔,加拿大)

专题命中 医学影像 :medical image(title,abstract);分类 cs.CV

Journal ref Applied Soft Computing 2025

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2507.20729 2025-11-04 cs.CV 79%

Style-Aware Blending and Prototype-Based Cross-Contrast Consistency for Semi-Supervised Medical Image Segmentation

Chaowei Chen, Xiang Zhang, Honglie Guo, Shunfang Wang

机构 * School of Information Science and Engineering(信息科学与工程学院) Yunnan University(云南大学) Yunnan Key Laboratory of Intelligent Systems and Computing(智能系统与计算云南省重点实验室)

专题命中 医学影像 :medical image(title,abstract);分类 cs.CV

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2511.00453 2025-11-04 eess.SY cs.SY 78%

CT-ESKF: A General Framework of Covariance Transformation-Based Error-State Kalman Filter

Jiale Han, Wei Ouyang, Maoran Zhu, Yuanxin Wu

专题命中 医学影像 :CT(title,abstract)

Comments 19 pages, 12 figures

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2511.01804 2025-11-04 cs.LG 77%

Dynamic Reconstruction of Ultrasound-Derived Flow Fields With Physics-Informed Neural Fields

Viraj Patel, Lisa Kreusser, Katharine Fraser

机构 * University of Bath(巴斯大学)

专题命中 医学影像 :medical image(abstract);MRI(abstract);diagnosis(abstract);分类 cs.LG

Comments 29 pages, 18 figures

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2511.01345 2025-11-04 cs.CV 70%

MIQ-SAM3D: From Single-Point Prompt to Multi-Instance Segmentation via Competitive Query Refinement

Jierui Qu, Jianchun Zhao

专题命中 医学影像 :medical image(abstract);diagnosis(abstract);分类 cs.CV

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2511.00449 2025-11-04 eess.IV cs.CV cs.LG 67%

Towards Reliable Pediatric Brain Tumor Segmentation: Task-Specific nnU-Net Enhancements

Xiaolong Li, Zhi-Qin John Xu, Yan Ren, Tianming Qiu, Xiaowen Wang

机构 * Institute of Natural Sciences, School of Mathematical Sciences, MOE-LSC, Shanghai Jiao Tong University(自然科学院,数学科学学院,MOE-LSC,上海交通大学) Department of Radiology, Huashan Hospital, Fudan University(放射科,华山医院,复旦大学) Department of Neurosurgery, Huashan Hospital, Fudan University(神经外科,华山医院,复旦大学)

专题命中 医学影像 :diagnosis(abstract);分类 cs.CV、cs.LG、eess.IV

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2503.20685 2025-11-04 cs.CV cs.AI cs.LG 66%

Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound

Yuhao Huang, Ao Chang, Haoran Dou, Xing Tao, Xinrui Zhou, Yan Cao, Ruobing Huang, Alejandro F Frangi, Lingyun Bao, Xin Yang, Dong Ni

机构 * National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China(国家区域医疗超声关键技术工程实验室、生物医学工程学院、深圳大学医学院、深圳大学、深圳,中国) Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China(医学超声图像计算(MUSIC)实验室、深圳大学、深圳,中国) Marshall Laboratory of Biomedical Engineering, Shenzhen University, Shenzhen, China(马歇尔生物医学工程实验室、深圳大学、深圳,中国) School of Computing, University of Leeds, Leeds, UK(计算学院、利兹大学、利兹,英国) Shenzhen RayShape Medical Technology Co., Ltd, Shenzhen, China(深圳RayShape医疗科技有限公司、深圳,中国) Data Science, School of Health Sciences, University of Manchester, Manchester, UK(数据科学、健康科学学院、曼彻斯特大学、曼彻斯特,英国) Department of Computer Science, School of Engineering, University of Manchester, Manchester, UK(计算机科学系、工程学院、曼彻斯特大学、曼彻斯特,英国) Medical Imaging Research Center (MIRC), Department of Electrical Engineering, Department of Cardiovascular Sciences, KU Leuven, Belgium(医学影像研究中心(MIRC)、电气工程系、心血管科学系、库勒文大学,比利时) Alan Turing Institute, London, UK(艾伦·图灵研究所、伦敦,英国) NIHR Manchester Biomedical Research Centre, Manchester Academic Health Science Centre, Manchester, UK(NIHR曼彻斯特生物医学研究中心、曼彻斯特学术健康科学中心、曼彻斯特,英国) Department of Ultrasound, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University(超声科、附属杭州第一人民医院、医学院、西湖大学) School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China(生物医学工程与信息学院、南京医科大学、南京,中国)

专题命中 医学影像 :diagnosis(abstract);分类 cs.CV、cs.LG;medical image(comments)

Comments Accepted by Medical Image Analysis. 24 pages, 13 figures, 20 tabels

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2503.17468 2025-11-04 eess.IV eess.SP 62%

Anatomically Guided Motion Correction for Placental IVIM Parameter Estimation with Accelerated Sampling Method

Mbaimou Auxence Ngremmadji, Freddy Odille, Charline Bertholdt, Marine Beaumont, Olivier Morel, Bailiang Chen

专题命中 医学影像 :MRI(abstract);分类 eess.IV、eess.SP

Comments 11 pages, 6 figures

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2511.00443 2025-11-04 cs.LG cs.AI cs.CV 62%

Region-Aware Reconstruction Strategy for Pre-training fMRI Foundation Model

Ruthwik Reddy Doodipala, Pankaj Pandey, Carolina Torres Rojas, Manob Jyoti Saikia, Ranganatha Sitaram

机构 * St. Jude Children’s Research Hospital(圣犹大儿童研究医院) The University of Memphis(密苏里大学梅尔斯分校)

专题命中 医学影像 :MRI(abstract);分类 cs.CV、cs.LG

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2507.01828 2025-11-04 eess.IV cs.CV 62%

Autoadaptive Medical Segment Anything Model

Tyler Ward, Meredith K. Owen, O'Kira Coleman, Brian Noehren, Abdullah-Al-Zubaer Imran

机构 * University of Kentucky(肯塔基大学)

专题命中 医学影像 :medical image(abstract);分类 cs.CV、eess.IV

Comments 11 pages, 2 figures, 3 tables

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2506.23467 2025-11-04 cs.CV cs.LG 62%

AdFair-CLIP: Adversarial Fair Contrastive Language-Image Pre-training for Chest X-rays

Chenlang Yi, Zizhan Xiong, Qi Qi, Xiyuan Wei, Girish Bathla, Ching-Long Lin, Bobak Jack Mortazavi, Tianbao Yang

机构 * Texas A&M University(德克萨斯A&M大学) The University of Iowa(爱荷华大学) Mayo Clinic School of Medicine(梅奥诊所医学院)

专题命中 医学影像 :medical image(abstract);分类 cs.CV、cs.LG

Comments This preprint has been accepted by MICCAI 2025

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2405.14905 2025-11-04 eess.IV cs.AI cs.CL 61%

Structural Entities Extraction and Patient Indications Incorporation for Chest X-ray Report Generation

Kang Liu, Zhuoqi Ma, Xiaolu Kang, Zhusi Zhong, Zhicheng Jiao, Grayson Baird, Harrison Bai, Qiguang Miao

机构 * School of Computer Science and Technology, Xidian University(西安电子科技大学计算机科学与技术学院) Xi'an Key Laboratory of Big Data and Intelligent Vision(西安大数据与智能视觉重点实验室) Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University(教育部协同智能系统重点实验室) Warren Alpert Medical School, Brown University(布朗大学沃伦·阿尔珀特医学院) School of Electronic Engineering, Xidian University(西安电子科技大学电子工程学院) Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine(约翰霍普金斯大学医学院放射科)

专题命中 医学影像 :radiology(abstract);分类 eess.IV;medical image(journal_ref)

Comments The code is available at https://github.com/mk-runner/SEI-Temp or https://github.com/mk-runner/SEI

Journal ref Medical Image Computing and Computer Assisted Intervention (MICCAI 2024)

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2511.01600 2025-11-04 cs.CV 57%

Lite ENSAM: a lightweight cancer segmentation model for 3D Computed Tomography

Agnar Martin Bjørnstad, Elias Stenhede, Arian Ranjbar

机构 * Faculty of Medicine, University of Oslo Medical Technology \& E-health, Akershus University Hospital, 1478 Lørenskog, Norway

专题命中 医学影像 :CT(abstract);分类 cs.CV

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2511.01593 2025-11-04 cs.CV 57%

Wave-Particle (Continuous-Discrete) Dualistic Visual Tokenization for Unified Understanding and Generation

Yizhu Chen, Chen Ju, Zhicheng Wang, Shuai Xiao, Xu Chen, Jinsong Lan, Xiaoyong Zhu, Ying Chen

机构 * Zhejiang University(浙江大学) Alibaba Group(阿里巴巴集团) Peking University(北京大学)

专题命中 医学影像 :CT(abstract);分类 cs.CV

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2502.20056 2025-11-04 cs.CV cs.AI 57%

Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation

Kang Liu, Zhuoqi Ma, Xiaolu Kang, Yunan Li, Kun Xie, Zhicheng Jiao, Qiguang Miao

机构 * School of Computer Science and Technology, Xidian University(西安电子科技大学计算机科学与技术学院) Xi’an Key Laboratory of Big Data and Intelligent Vision(西安大数据与智能视觉重点实验室) Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University(教育部协同智能系统重点实验室) Warren Alpert Medical School, Brown University(布朗大学沃伦·阿尔佩特医学学院)

专题命中 医学影像 :radiology(abstract);分类 cs.CV

Comments Accepted by CVPR 2025

Journal ref 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TN, USA, 2025, pp. 10348-10359

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2511.01098 2025-11-04 cs.CV 57%

Epanechnikov nonparametric kernel density estimation based feature-learning in respiratory disease chest X-ray images

Veronica Marsico, Antonio Quintero-Rincon, Hadj Batatia

机构 * Department of Data Science, Data Science and AI Laboratory(数据科学系) Catholic University of Argentina (UCA)(阿根廷天主教大学) MACS School(MACS学院) Heriot-Watt University(赫罗特-瓦特大学)

专题命中 医学影像 :medical image(abstract);分类 cs.CV

Comments 12 pages, 6 figures, 3 tables

Journal ref Communications in Computer and Information Science, Vol 2649, pag 31-45,2025

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2511.01013 2025-11-04 cs.CV 57%

HyFormer-Net: A Synergistic CNN-Transformer with Interpretable Multi-Scale Fusion for Breast Lesion Segmentation and Classification in Ultrasound Images

Mohammad Amanour Rahman

机构 * Department of Computer Science and Engineering, Ahsanullah University of Science and Technology(计算机科学与工程系,阿沙努尔大学科学与技术学院)

专题命中 医学影像 :diagnosis(abstract);分类 cs.CV

Comments This manuscript has been submitted to Informatics in Medicine Unlocked

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2511.00815 2025-11-04 cs.CV 57%

TA-LSDiff:Topology-Aware Diffusion Guided by a Level Set Energy for Pancreas Segmentation

Yue Gou, Fanghui Song, Yuming Xing, Shengzhu Shi, Zhichang Guo, Boying Wu

机构 * Department of Computational Mathematics, School of Mathematics, Harbin Institute of Technology(计算数学系,数学学院,哈尔滨工业大学)

专题命中 医学影像 :medical image(abstract);分类 cs.CV

Comments 14 pages, 7 figures

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2511.00116 2025-11-04 cs.LG cs.AI cs.MA cs.SY eess.SY 57%

LC-Opt: Benchmarking Reinforcement Learning and Agentic AI for End-to-End Liquid Cooling Optimization in Data Centers

Avisek Naug, Antonio Guillen, Vineet Kumar, Scott Greenwood, Wesley Brewer, Sahand Ghorbanpour, Ashwin Ramesh Babu, Vineet Gundecha, Ricardo Luna Gutierrez, Soumyendu Sarkar

专题命中 医学影像 :CT(abstract);分类 cs.LG

Comments Submitted to the NeurIPS 2025 conference

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2510.14831 2025-11-04 cs.CV 57%

Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data

Qi Chen, Xinze Zhou, Chen Liu, Hao Chen, Wenxuan Li, Zekun Jiang, Ziyan Huang, Yuxuan Zhao, Dexin Yu, Junjun He, Yefeng Zheng, Ling Shao, Alan Yuille, Zongwei Zhou

机构 * Johns Hopkins University(约翰霍普金斯大学) UCAS-Terminus AI Lab, University of Chinese Academy of Sciences(中国科学院大学Terminus AI实验室) Hong Kong Polytechnic University(香港理工大学) University of Cambridge(剑桥大学) Sichuan University(四川大学) Shanghai Jiao Tong University(上海交通大学) Shanghai AI Laboratory(上海人工智能实验室) Qilu Hospital of Shandong University(山东大学齐鲁医院) Westlake University(西湖大学)

专题命中 医学影像 :CT(abstract);分类 cs.CV

Comments ICCV 2025

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2506.10797 2025-11-04 physics.med-ph cs.CV 57%

Modality-AGnostic Image Cascade (MAGIC) for Multi-Modality Cardiac Substructure Segmentation

Nicholas Summerfield, Qisheng He, Alex Kuo, Ahmed I. Ghanem, Simeng Zhu, Chase Ruff, Joshua Pan, Anudeep Kumar, Prashant Nagpal, Jiwei Zhao, Ming Dong, Carri K. Glide-Hurst

专题命中 医学影像 :CT(abstract);分类 cs.CV

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