医学 AI

T-CACE: A Time-Conditioned Autoregressive Contrast Enhancement Multi-Task Framework for Contrast-Free Liver MRI Synthesis, Segmentation, and Diagnosis

Xiaojiao Xiao, Jianfeng Zhao, Qinmin Vivian Hu, Guanghui Wang

机构 * Department of Computer Science, Toronto Metropolitan University（计算机科学系，多伦多 Metropolitan 大学） ； School of Biomedical Engineering, Western University（生物医学工程学院，西部大学） 纠错

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

Comments IEEE Journal of Biomedical and Health Informatics, 2025

A Chain of Diagnosis Framework for Accurate and Explainable Radiology Report Generation

Haibo Jin, Haoxuan Che, Sunan He, Hao Chen

机构 * Department of Computer Science and Engineering, Hong Kong University of Science and Technology（计算机科学与工程系，香港科学理工大学） 纠错

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

Comments Accepted to IEEE TMI

MIND: A Noise-Adaptive Denoising Framework for Medical Images Integrating Multi-Scale Transformer

Tao Tang, Chengxu Yang

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

Comments Accepted by the 7th International Conference on Intelligent Control, Measurement and Signal Processing (ICMSP 2025). 6 pages, 6 figures

IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports

Yuyan Ge, Kwan Ho Ryan Chan, Pablo Messina, René Vidal

机构 * University of Pennsylvania, Philadelphia, USA（宾夕法尼亚大学） ； Pontifical Catholic University of Chile, CENIA, iHEALTH, Santiago, Chile（智利天主教大学） 纠错

专题命中 医学影像 ：radiology(title,abstract)；medical AI(abstract)；diagnosis(abstract)

Comments 11 pages, 4 figures

Quest for a clinically relevant medical image segmentation metric: the definition and implementation of Medical Similarity Index

Szuzina Fazekas, Bettina Katalin Budai, Viktor Bérczi, Pál Maurovich-Horvat, Zsolt Vizi

专题命中 医学影像 ：medical image(title,abstract)；radiology(abstract)；分类 q-bio

FIVA: Federated Inverse Variance Averaging for Universal CT Segmentation with Uncertainty Estimation

Asim Ukaye, Numan Saeed, Karthik Nandakumar

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

Comments 17 pages, 5 figures, Machine Learning for Healthcare Conference

Lung-DDPM: Semantic Layout-guided Diffusion Models for Thoracic CT Image Synthesis

Yifan Jiang, Yannick Lemaréchal, Sophie Plante, Josée Bafaro, Jessica Abi-Rjeile, Philippe Joubert, Philippe Després, Venkata Manem

机构 * Centre de recherche du CHU de Québec-Université Laval（魁北克大学拉瓦尔医院研究中心） ； Centre de recherche de l’Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval（魁北克大学拉瓦尔心血管与呼吸病学研究所） 纠错

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

Comments Accepted by IEEE Transactions on Biomedical Engineering (TBME)

Specialised or Generic? Tokenization Choices for Radiology Language Models

Hermione Warr, Wentian Xu, Harry Anthony, Yasin Ibrahim, Daniel McGowan, Konstantinos Kamnitsas

机构 * Department of Engineering Science, University of Oxford, Oxford, UK（牛津大学工程科学系） ； Department of Oncology, University of Oxford, UK（牛津大学肿瘤学系） ； Department of Medical Physics and Clinical Engineering, Oxford University Hospitals NHS FT, Oxford, UK（牛津大学医院医学物理与临床工程系） ； Department of Computing, Imperial College London, London, UK（伦敦帝国理工学院计算机系） ； School of Computer Science, University of Birmingham, Birmingham, UK（伯明翰大学计算机科学学院） 纠错

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

Comments Accepted to ELAMI@MICCAI2025

AST-n: A Fast Sampling Approach for Low-Dose CT Reconstruction using Diffusion Models

Tomás de la Sotta, José M. Saavedra, Héctor Henríquez, Violeta Chang, Aline Xavier

机构 * Universidad de los Andes（安第斯大学） ； Universidad de Santiago de Chile（圣地亚哥大学） 纠错

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

ARI3D: A Software for Interactive Quantification of Regions in X-Ray CT 3D Images

Jan Phillipp Albrecht, Jose R. A. Godinho, Christina Hübers, Deborah Schmidt

机构 * Max Delbrück Center for Molecular Medicine in the Helmholtz Association（海德堡-马克斯·德尔布吕克分子医学研究中心（海德堡协会）） ； Helmholtz Imaging（海德堡成像） ； Humboldt-Universität zu Berlin（柏林洪堡大学） ； Helmholtz-Zentrum Dresden-Rossendorf（德累斯顿-罗斯托克海德堡研究中心） 纠错

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

Comments 2 figures and 6 pages main article, 17 pages total, 8 figures total, to be published in SoftwareX

From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels

Zhisong Wang, Yiwen Ye, Ziyang Chen, Minglei Shu, Yanning Zhang, Yong Xia

机构 * National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, School of Computer Science and Engineering, Northwestern Polytechnical University（集成空天地海大数据应用技术国家工程实验室，计算机科学与工程学院，西北工业大学） 纠错

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

Comments 13 pages, 10 figures, 10 tables, JBHI

A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge

Ezequiel de la Rosa, Mauricio Reyes, Sook-Lei Liew, Alexandre Hutton, Roland Wiest, Johannes Kaesmacher, Uta Hanning, Arsany Hakim, Richard Zubal, Waldo Valenzuela, David Robben, Diana M. Sima, Vincenzo Anania, Arne Brys, James A. Meakin, Anne Mickan, Gabriel Broocks, Christian Heitkamp, Shengbo Gao, Kongming Liang, Ziji Zhang, Md Mahfuzur Rahman Siddiquee, Andriy Myronenko, Pooya Ashtari, Sabine Van Huffel, Hyun-su Jeong, Chi-ho Yoon, Chulhong Kim, Jiayu Huo, Sebastien Ourselin, Rachel Sparks, Albert Clèrigues, Arnau Oliver, Xavier Lladó, Liam Chalcroft, Ioannis Pappas, Jeroen Bertels, Ewout Heylen, Juliette Moreau, Nima Hatami, Carole Frindel, Abdul Qayyum, Moona Mazher, Domenec Puig, Shao-Chieh Lin, Chun-Jung Juan, Tianxi Hu, Lyndon Boone, Maged Goubran, Yi-Jui Liu, Susanne Wegener, Florian Kofler, Ivan Ezhov, Suprosanna Shit, Moritz R. Hernandez Petzsche, Bjoern Menze, Jan S. Kirschke, Benedikt Wiestler

机构 * Department of Quantitative Biomedicine, University of Zurich（苏黎世大学定量生物医学系） ； Department of Informatics, Technical University Munich（慕尼黑技术大学信息系） ； ARTORG Center for Biomedical Research, University of Bern（伯尔尼大学ARTORG生物医学研究中心） ； Department of Radiation Oncology, University Hospital Bern, University of Bern（伯尔尼大学医院放射肿瘤科） ； Chan Division of Occupational Science and Occupational Therapy, University of Southern California（加州大学洛杉矶分校职业科学与治疗系） ； Stevens Neuroimaging and Informatics Institute, Department of Neurology, Keck School of Medicine, University of Southern California（加州大学洛杉矶分校神经影像与信息学研究所，神经科） ； Support Center of Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern, Switzerland（瑞士伯尔尼大学高级神经影像支持中心（SCAN），诊断与介入神经放射学大学研究所，伯尔尼医院） ； University Institute of Diagnostic and Interventional Neuroradiology, University Hospital Bern, Inselspital, University of Bern, Bern, Switzerland（瑞士伯尔尼大学诊断与介入神经放射学大学研究所，伯尔尼大学医院，伯尔尼医院，伯尔尼大学，伯尔尼，瑞士） ； Department of Diagnostic and Interventional neuroradiology, University Medical Center Hamburg-Eppendorf（汉堡-埃普endorf大学医学中心诊断与介入神经放射学系） 纠错

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

Journal ref Nature Communications 16.1 (2025): 7357

Ethical Medical Image Synthesis

Weina Jin, Ashish Sinha, Kumar Abhishek, Ghassan Hamarneh

专题命中 医学影像 ：medical image(title,abstract)

Hybrid Quantum-Classical Latent Diffusion Models for Medical Image Generation

Kübra Yeter-Aydeniz, Nora M. Bauer, Pranay Jain, Max Masnick

专题命中 医学影像 ：medical image(title)

Multi-Sequence Parotid Gland Lesion Segmentation via Expert Text-Guided Segment Anything Model

Zhongyuan Wu, Chuan-Xian Ren, Yu Wang, Xiaohua Ban, Jianning Xiao, Xiaohui Duan

机构 * Department of Radiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University（中山大学附属第一医院放射科） ； Department of Radiology, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center（中山大学南方学院肿瘤学国家重点实验室、癌症医学创新中心、中山大学肿瘤中心放射科） ； Department of Radiology, Shantou Central Hospital（汕头市中心医院放射科） ； Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Medical Research Center, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University（广东省恶性肿瘤表观遗传学与基因调控重点实验室、中山大学附属第一医院医学研究中心、中山大学） ； Department of Radiology, Shenshan Medical Center, Sun Yat-sen Memorial Hospital, Sun Yat-sen University（中山大学附属山田医院放射科） 纠错

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

What Can We Learn from Inter-Annotator Variability in Skin Lesion Segmentation?

Kumar Abhishek, Jeremy Kawahara, Ghassan Hamarneh

机构 * School of Computing Science, Simon Fraser University（计算科学系，西蒙弗雷泽大学） ； AIP Labs（AIP实验室） 纠错

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

Comments Medical Image Computing and Computer-Assisted Intervention (MICCAI) ISIC Skin Image Analysis Workshop (MICCAI ISIC) 2025; 12 pages, 4 tables, 3 figures

Dynamic Survival Prediction using Longitudinal Images based on Transformer

Bingfan Liu, Haolun Shi, Jiguo Cao

机构 * Department of Statistics and Acturial Science（统计与精算学系） ； Simon Fraser University（西蒙·弗雷泽大学） 纠错

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

Hierarchical Brain Structure Modeling for Predicting Genotype of Glioma

Haotian Tang, Jianwei Chen, Xinrui Tang, Yunjia Wu, Zhengyang Miao, Chao Li

机构 * College of Medicine and Biological Information Engineering, Northeastern University, Liaoning, China（医学与生物信息工程学院，东北大学，辽宁，中国） ； School of Science and Engineering, University of Dundee, Dundee, UK（科学与工程学院，邓迪大学，邓迪，英国） ； School of Medicine, University of Dundee, Dundee, UK（医学院，邓迪大学，邓迪，英国） ； Department of Applied Maths and Theoretical Physics, University of Cambridge, Cambridge, UK（应用数学与理论物理系，剑桥大学，剑桥，英国） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Revisiting 3D Medical Scribble Supervision: Benchmarking Beyond Cardiac Segmentation

Karol Gotkowski, Klaus H. Maier-Hein, Fabian Isensee

机构 * Division of Medical Image Computing, DKFZ, Heidelberg, Germany（医学影像计算部，德累斯顿-弗里德里希-恩格勒夫研究所，海德堡，德国） ； Helmholtz Imaging, DKFZ, Heidelberg, Germany（海德堡影像研究所，德累斯顿-弗里德里希-恩格勒夫研究所，海德堡，德国） 纠错

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

Comments accepted at MICCAI2025

Exploring the Equivalence of Closed-Set Generative and Real Data Augmentation in Image Classification

Haowen Wang, Guowei Zhang, Xiang Zhang, Zeyuan Chen, Haiyang Xu, Dou Hoon Kwark, Zhuowen Tu

机构 * University of California, San Diego（加州大学圣地亚哥分校） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

NEUBORN: The Neurodevelopmental Evolution framework Using BiOmechanical RemodelliNg

Nashira Baena, Mariana da Silva, Irina Grigorescu, Aakash Saboo, Saga Masui, Jaques-Donald Tournier, Emma C. Robinson

机构 * Research Department of Biomedical Computing, School of Biomedical Engineering \& Imaging Sciences, King’s College London Research Department of Early Life Imaging, School of Biomedical Engineering \& Imaging Sciences, King’s College London 纠错

专题命中 医学影像 ：MRI(abstract)；分类 q-bio

TFZ: Topology-Preserving Compression of 2D Symmetric and Asymmetric Second-Order Tensor Fields

Nathaniel Gorski, Xin Liang, Hanqi Guo, Bei Wang

专题命中 医学影像 ：MRI(abstract)

Comments 29 pages, 27 figures, to be presented at IEEE Vis 2025 (and published in IEEE TVCG 2026)