医学 AI

Expert-Guided Explainable Few-Shot Learning for Medical Image Diagnosis

Ifrat Ikhtear Uddin, Longwei Wang, KC Santosh

机构 * AI Research Lab, Department of Computer Science, University of South Dakota, Vermillion, SD 57069, USA（人工智能研究实验室，计算机科学系，南达科他大学，弗米利恩，SD 57069，美国） 纠错

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

Comments Accepted for publication in the proceedings of MICCAI Workshop on Data Engineering in Medical Imaging 2025

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models

Qiuhui Chen, Xuancheng Yao, Huping Ye, Yi Hong

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） 纠错

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

Comments Accepted by IEEE Journal of Biomedical and Health Informatics (JBHI)

Towards Reliable Medical Image Segmentation by Modeling Evidential Calibrated Uncertainty

Ke Zou, Yidi Chen, Ling Huang, Xuedong Yuan, Xiaojing Shen, Meng Wang, Rick Siow Mong Goh, Yong Liu, Huazhu Fu

机构 * National Key Laboratory of Fundamental Science on Synthetic Vision, the College of Computer Science, Sichuan University（国家基础科学合成视觉重点实验室、计算机科学学院、四川大学） ； Department of Radiology, West China Hospital, Sichuan University（放射科、西昌医院、四川大学） ； Saw Swee Hock School of Public Health, National University of Singapore（Saw Swee Hock 公共卫生学院、新加坡国立大学） ； Department of Mathematics, Sichuan University（数学系、四川大学） ； Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR)（高性能计算研究所（IHPC）、科学、技术与研究局（A*STAR）） ； Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore（创新与精准眼健康中心、 Yong Loo Lin 医学院、新加坡国立大学） ； Singapore Eye Research Institute, Singapore National Eye Centre（新加坡眼研究所、新加坡国家眼科中心） 纠错

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

Comments 14 pages, 8 figures, accepted by IEEE Transactions on Cybernetics

Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification

Akshit Achara, Esther Puyol Anton, Alexander Hammers, Andrew P. King

机构 * School of Biomedical Engineering（生物医学工程学院） ； Imaging Sciences, King's College London, UK（影像科学，伦敦国王学院，英国） 纠错

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

Comments FAIMI @ MICCAI 2025

Resource-Efficient Glioma Segmentation on Sub-Saharan MRI

Freedmore Sidume, Oumayma Soula, Joseph Muthui Wacira, YunFei Zhu, Abbas Rabiu Muhammad, Abderrazek Zeraii, Oluwaseun Kalejaye, Hajer Ibrahim, Olfa Gaddour, Brain Halubanza, Dong Zhang, Udunna C Anazodo, Confidence Raymond

机构 * BAC School of Computing ； Information Systems, Botswana Faculty of Medicine of Sfax, University of Sfax, Sfax, Tunisia Laboratory of Biophysics ； Medical Technologies, Higher Institute of Medical Technologies of Tunis, University ElManar, Tunis, Tunisia London School of Hygiene ； Tropical Medicine, London, UK Lawson Health Research Institute, London, Ontario, Canada Department of Radiology, Bayero University, Kano-Nigeria Department of Radiology, Aminu Kano Teaching Hospital, Kano-Nigeria Department of Anatomy, Federal University Lokoja college of health sciences, Kogi State, Nigeria Department of Computer Science ； Information, College of Science, Majmaah University, AL-Majmaah, 11952, Saudi Arabia CES Laboratory, National School of Engineers of Sfax, Sfax, Tunisia Department of Computer Science ； IT, Mulungushi University, Zambia Multimodal Imaging of Neurodegenerative Diseases (MiND) Lab, Department of Neurology ； Neurosurgery, McGill University, Montreal, QC, Canada Department of Electrical ； Computer Engineering, University of British Columbia, Vancouver, Canada Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria Montreal Neurological Institute, McGill University, Montréal, Canada Department of Medicine, University of Cape Town, South Africa Department of Clinical \& Radiation Oncology, University of Cape Town, South Africa 纠错

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

Comments 11 pages, 7 figures

FlexiD-Fuse: Flexible number of inputs multi-modal medical image fusion based on diffusion model

Yushen Xu, Xiaosong Li, Yuchun Wang, Xiaoqi Cheng, Huafeng Li, Haishu Tan

机构 * School of Physics（物理学院） ； Optoelectronic Engineering, Foshan University（光电工程学院，佛山大学） ； Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology（粤港澳联合智能微纳光电技术实验室） ； Guangdong Provincial Key Laboratory of Industrial Intelligent Inspection Technology（广东省工业智能检测技术重点实验室） ； School of Information Engineering（信息工程学院） ； Automation, Kunming University of Science（自动化系，昆明理工大学） 纠错

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

Journal ref Expert Systems with Applications, 2025: 128895

Modality-Agnostic Input Channels Enable Segmentation of Brain lesions in Multimodal MRI with Sequences Unavailable During Training

Anthony P. Addison, Felix Wagner, Wentian Xu, Natalie Voets, Konstantinos Kamnitsas

机构 * Department of Engineering Science, University of Oxford, Oxford, UK（工程科学系，牛津大学，牛津，英国） ； Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK（牛津大学临床神经科学系，牛津，英国） 纠错

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

Comments Accepted to MICCAI 2025, for the following workshop: ML-CDS 2025: Multimodal Learning and Fusion Across Scales for Clinical Decision Support

Uncertainty-aware Diffusion and Reinforcement Learning for Joint Plane Localization and Anomaly Diagnosis in 3D Ultrasound

Yuhao Huang, Yueyue Xu, Haoran Dou, Jiaxiao Deng, Xin Yang, Hongyu Zheng, Dong Ni

机构 * Medical Ultrasound Image Computing (MUSIC) Lab, School of Biomedical Engineering, Medical School, Shenzhen University, Shenzhen, China The People’s Hospital of Guangxi Zhuang Autonomous Region, Nanning, China Centre for CIMIM, Manchester University, Manchester, UK School of Artificial Intelligence, Shenzhen University, Shenzhen, China National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, China School of Biomedical Engineering ； Informatics, Nanjing Medical University, Nanjing, China 纠错

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

Comments Accepted by MICCAI 2025;10 pages, 3 figures

Unified Start, Personalized End: Progressive Pruning for Efficient 3D Medical Image Segmentation

Linhao Li, Yiwen Ye, Ziyang Chen, Yong Xia

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

Comments 15 pages, 8 figures

Virtual staining for 3D X-ray histology of bone implants

Sarah C. Irvine, Christian Lucas, Diana Krüger, Bianca Guedert, Julian Moosmann, Berit Zeller-Plumhoff

机构 * Institute of Materials Physics（材料物理研究所） ； Helmholtz-Zentrum Hereon（海德堡研究中心） ； Institute of Metallic Biomaterials（金属生物材料研究所） ； Bruker Daltonics SPR（布鲁克尔达特利克斯SPR） ； Data-Driven Analysis and Design of Materials（数据驱动的材料分析与设计） ； University of Rostock（罗斯托克大学） 纠错

专题命中 医学影像 ：CT(abstract)；pathology(abstract)；biomedical(abstract)；分类 cs.CV、q-bio、eess.IV

USEANet: Ultrasound-Specific Edge-Aware Multi-Branch Network for Lightweight Medical Image Segmentation

Jingyi Gao, Di Wu, Baha lhnaini

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

Comments This work has been submitted to the IEEE for possible publication

Ultrafast Deep Learning-Based Scatter Estimation in Cone-Beam Computed Tomography

Harshit Agrawal, Ari Hietanen, Simo Särkkä

专题命中 医学影像 ：CT(abstract)；分类 cs.CV、eess.SP

WarpPINN-fibers: improved cardiac strain estimation from cine-MR with physics-informed neural networks

Felipe Álvarez Barrientos, Tomás Banduc, Isabeau Sirven, Francisco Sahli Costabal

机构 * Millennium Institute for Intelligent Healthcare Engineering, iHEALTH ； Department of Mechanical ； Metallurgical Engineering, School of Engineering, Pontificia Universidad Cat\'olica de Chile, Santiago, Chile ； Institute for Biological ； Medical Engineering, Schools of Engineering, Medicine 纠错

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

Integrating Anatomical Priors into a Causal Diffusion Model

Binxu Li, Wei Peng, Mingjie Li, Ehsan Adeli, Kilian M. Pohl

机构 * Department of Electrical Engineering, Stanford University, Stanford, CA, USA（电气工程系，斯坦福大学） ； Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA（精神病学与行为科学系，斯坦福大学） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments 15 pages, 4 figures

Live(r) Die: Predicting Survival in Colorectal Liver Metastasis

Muhammad Alberb, Helen Cheung, Anne Martel

机构 * Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada（多伦多大学医学生物物理学系） ； Department of Medical Imaging, University of Toronto, Toronto, ON, Canada（多伦多大学医学影像学系） ； Sunnybrook Research Institute, Toronto, ON, Canada（辛普森研究学院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments Thesis at Erasmus Mundus Joint Master's Degree in Medical Imaging and Applications