医学 AI

Benchmarking GPT-5 for Zero-Shot Multimodal Medical Reasoning in Radiology and Radiation Oncology

Mingzhe Hu, Zach Eidex, Shansong Wang, Mojtaba Safari, Qiang Li, Xiaofeng Yang

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

Parameter choices in HaarPSI for IQA with medical images

Clemens Karner, Janek Gröhl, Ian Selby, Judith Babar, Jake Beckford, Thomas R Else, Timothy J Sadler, Shahab Shahipasand, Arthikkaa Thavakumar, Michael Roberts, James H. F. Rudd, Carola-Bibiane Schönlieb, Jonathan R Weir-McCall, Anna Breger

机构 * 1 Medical University of Vienna, Center for Medical Physics ； Biomedical Engineering, Vienna, Austria 2 University of Cambridge, Department of Physics, Cambridge, UK 3 University of Cambridge, Department of Radiology, Cambridge, UK 4 Cambridge University Hospitals, Department of Radiology, Cambridge, UK 5 University of Cambridge, Department of Applied Mathematics ； Theoretical Physics, Cambridge, UK 6 University of Cambridge, Heart \& Lung Research Institute, Cambridge, UK 7 King's College London, School of Biomedical Engineering \& Imaging Sciences, London, UK Corresponding author. E-mail 纠错

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

Comments Main Paper: 5 pages, 3 figures, 2 tables. Supplemental Material: 4 pages, 2 figures, 4 tables

Journal ref IEEE Xplore: 22nd ISBI (2025)

An Efficient Medical Image Classification Method Based on a Lightweight Improved ConvNeXt-Tiny Architecture

Jingsong Xia, Yue Yin, Xiuhan Li

机构 * Nanjing Medical University（南京医学院） 纠错

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

INSIGHT: Explainable Weakly-Supervised Medical Image Analysis

Wenbo Zhang, Junyu Chen, Christopher Kanan

机构 * University of Rochester（罗切斯特大学） 纠错

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

Comments Accepted at MLHC 2025 (Machine Learning for Healthcare)

Enhanced Liver Tumor Detection in CT Images Using 3D U-Net and Bat Algorithm for Hyperparameter Optimization

Nastaran Ghorbani, Bitasadat Jamshidi, Mohsen Rostamy-Malkhalifeh

机构 * Department of Mathematics and Statistics, Loyola University Chicago（洛约拉大学芝加哥分校数学与统计学系） ； Department of Mathematics and Computer Science, Islamic Azad University, Science and Research Branch（伊斯兰 Azad 大学科学与研究分校数学与计算机科学系） 纠错

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

Advancing AI-Powered Medical Image Synthesis: Insights from MedVQA-GI Challenge Using CLIP, Fine-Tuned Stable Diffusion, and Dream-Booth + LoRA

Ojonugwa Oluwafemi Ejiga Peter, Md Mahmudur Rahman, Fahmi Khalifa

机构 * Department of Computer Science, SCMNS School, Morgan State University, Baltimore, Maryland 21251, USA ； Electrical \& Computer Engineering Dept., School of Engineering, Morgan State University, Baltimore, Maryland 21251, USA 纠错

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

Journal ref Conference and Labs of the Evaluation Forum (CLEF) 2024

Do Edges Matter? Investigating Edge-Enhanced Pre-Training for Medical Image Segmentation

Paul Zaha, Lars Böcking, Simeon Allmendinger, Leopold Müller, Niklas Kühl

机构 * University of Bayreuth（拜罗伊特大学） ； Fraunhofer FIT（弗劳恩霍夫 FIT 研究所） 纠错

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

Comments 11 pages, 5 figures, Third International Workshop on Data Engineering in Medical Imaging (DEMI 2025)

DiSC-Med: Diffusion-based Semantic Communications for Robust Medical Image Transmission

Fupei Guo, Hao Zheng, Xiang Zhang, Li Chen, Yue Wang, Songyang Zhang

机构 * University of Louisiana at Lafayette（路易斯安那州立大学拉法叶分校） ； Louisiana State University（路易斯安那州立大学） ； Georgia State University（佐治亚州立大学） 纠错

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

Comments To appear in 2025 IEEE Global Communications Conference (Globecom)

A Segmentation Framework for Accurate Diagnosis of Amyloid Positivity without Structural Images

Penghan Zhu, Shurui Mei, Shushan Chen, Xiaobo Chu, Shanbo He, Ziyi Liu

机构 * Northwest Agricultural and Forestry Science and Technology University（西北农业和林业科学与技术大学） ； Liaoning Province Shiyan High School（辽宁省石yan高级中学） ； Northeast Yucai School（东北育才学校） ； Northeast Yucai Foreign Language School（东北育才外国语学校） 纠错

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

Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention

Syed Haider Ali, Asrar Ahmad, Muhammad Ali, Asifullah Khan, Nadeem Shaukat

机构 * Department of Medical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（医学系，巴基斯坦工程与应用科学研究所） ； Pakistan Institute of Engineering and Applied Sciences (PIEAS)（巴基斯坦工程与应用科学研究所） ； Department of Physics & Applied Mathematics, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（物理与应用数学系，巴基斯坦工程与应用科学研究所） ； Center for Mathematical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（数学科学中心，巴基斯坦工程与应用科学研究所） ； Pattern Recognition Lab, Department of Computer & Information Sciences, Pakistan Institute of Engineering & Applied Sciences（模式识别实验室，计算机与信息科学系，巴基斯坦工程与应用科学研究所） ； Pakistan Institute of Engineering & Applied Sciences（巴基斯坦工程与应用科学研究所） ； Artificial Intelligence Center (PAIC), Pakistan Institute of Engineering & Applied Sciences（人工智能中心（PAIC），巴基斯坦工程与应用科学研究所） 纠错

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

Comments 16 pages, 5 figures

DMCIE: Diffusion Model with Concatenation of Inputs and Errors to Improve the Accuracy of the Segmentation of Brain Tumors in MRI Images

Sara Yavari, Rahul Nitin Pandya, Jacob Furst

机构 * School of Computing, DePaul University（计算学院，德保罗大学） 纠错

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

Synomaly Noise and Multi-Stage Diffusion: A Novel Approach for Unsupervised Anomaly Detection in Medical Images

Yuan Bi, Lucie Huang, Ricarda Clarenbach, Reza Ghotbi, Angelos Karlas, Nassir Navab, Zhongliang Jiang

机构 * Computer Aided Medical Procedures, Technical University of Munich, Munich, Germany（技术大学慕尼黑计算机辅助医疗程序） ； Munich Center of Machine Learning, Munich, Germany（慕尼黑机器学习中心） ； Department for Vascular and Endovascular Surgery, rechts der Isar University Hospital, Technical University of Munich, Munich, Germany（技术大学慕尼黑血管和内血管外科部门） 纠错

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

Benchmarking of Deep Learning Methods for Generic MRI Multi-Organ Abdominal Segmentation

Deepa Krishnaswamy, Cosmin Ciausu, Steve Pieper, Ron Kikinis, Benjamin Billot, Andrey Fedorov

机构 * Brigham and Women’s Hospital, Boston, USA（布里奇沃特医院，波士顿，美国） ； Isomics, Cambridge, USA（Isomics公司，剑桥，美国） ； Inria, Epione team, Sophia-Antipolis, France（法国国家信息与自动化研究所，Sophia-Antipolis研究中心） 纠错

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

Tackling Hallucination from Conditional Models for Medical Image Reconstruction with DynamicDPS

Seunghoi Kim, Henry F. J. Tregidgo, Matteo Figini, Chen Jin, Sarang Joshi, Daniel C. Alexander

机构 * Hawkes Institute, University College London, UK Department of Medical Physics ； Biomedical Engineering, University College London, UK Department of Computer Science, University College London, UK The University of Utah, USA, Centre for AI, DS\&AI, AstraZeneca, UK 纠错

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

MedSR-Impact: Transformer-Based Super-Resolution for Lung CT Segmentation, Radiomics, Classification, and Prognosis

Marc Boubnovski Martell, Kristofer Linton-Reid, Mitchell Chen, Sumeet Hindocha, Benjamin Hunter, Marco A. Calzado, Richard Lee, Joram M. Posma, Eric O. Aboagye

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

HER-Seg: Holistically Efficient Segmentation for High-Resolution Medical Images

Qing Xu, Zhenye Lou, Chenxin Li, Yue Li, Xiangjian He, Tesema Fiseha Berhanu, Rong Qu, Wenting Duan, Zhen Chen

机构 * School of Computer Science, University of Nottingham Ningbo China（诺丁汉大学宁波校区计算机科学学院） ； University of Nottingham, UK（诺丁汉大学（英国）） ； Sichuan University Pittsburgh Institute, Sichuan University, China（四川大学匹兹堡研究院，四川大学，中国） ； The Chinese University of Hong Kong, Hong Kong SAR（香港中文大学（香港特别行政区）） ； School of Computer Science, University of Nottingham, UK（诺丁汉大学（英国）计算机科学学院） ； School of Computer Science, University of Lincoln, UK（林肯大学（英国）计算机科学学院） ； HKISI, Chinese Academy of Sciences, Hong Kong SAR（香港科学院HKISI，香港特别行政区） 纠错

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

Comments Under Review

Software architecture and manual for novel versatile CT image analysis toolbox -- AnatomyArchive

Lei Xu, Torkel B Brismar

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

Comments 24 pages, 7 figures

petBrain: A New Pipeline for Amyloid, Tau Tangles and Neurodegeneration Quantification Using PET and MRI

Pierrick Coupé, Boris Mansencal, Floréal Morandat, Sergio Morell-Ortega, Nicolas Villain, Jose V. Manjón, Vincent Planche

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

Focus on Texture: Rethinking Pre-training in Masked Autoencoders for Medical Image Classification

Chetan Madan, Aarjav Satia, Soumen Basu, Pankaj Gupta, Usha Dutta, Chetan Arora

机构 * Indian Institute of Technology, Delhi（印度理工学院德里分校） ； PGIMER Chandigarh（昌迪加尔PGIMER） 纠错

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

Comments To appear at MICCAI 2025

Deep Brain Net: An Optimized Deep Learning Model for Brain tumor Detection in MRI Images Using EfficientNetB0 and ResNet50 with Transfer Learning

Daniel Onah, Ravish Desai

机构 * Department of information studies（信息研究系） ； University College London（伦敦大学学院） 纠错

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

Comments 9 pages, 14 figures, 4 tables. To be submitted to a conference

Classification based deep learning models for lung cancer and disease using medical images

Ahmad Chaddad, Jihao Peng, Yihang Wu

机构 * Laboratory for Artificial Intelligence of Personalized Medicine, School of Artificial Intelligence, Guilin University of Electronic Technology（人工智能个性化医学实验室，人工智能学院，桂林电子科技大学） ； The Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure（影像、视觉与人工智能实验室，蒙特利尔理工学院） 纠错

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

Comments Accepted in IEEE Transactions on Radiation and Plasma Medical Sciences

Mind the Detail: Uncovering Clinically Relevant Image Details in Accelerated MRI with Semantically Diverse Reconstructions

Jan Nikolas Morshuis, Christian Schlarmann, Thomas Küstner, Christian F. Baumgartner, Matthias Hein

机构 * University of Tübingen, Germany（图宾根大学） ； University Hospital of Tübingen, Germany（图宾根大学医院） ； University of Lucerne, Switzerland（卢塞恩大学） 纠错

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

Comments MICCAI 2025

MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation

Chamani Shiranthika, Zahra Hafezi Kafshgari, Hadi Hadizadeh, Parvaneh Saeedi

机构 * School of Engineering Science Simon Fraser University（工程科学学院西蒙弗雷泽大学） 纠错

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

Comments 20 pages, 14 figures

Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images

Longchao Da, Rui Wang, Xiaojian Xu, Parminder Bhatia, Taha Kass-Hout, Hua Wei, Cao Xiao

机构 * Arizona State University（亚利桑那州立大学） 纠错

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

Comments 19 pages, 9 as main content. The paper was accepted to KDD2025

Leveraging Semantic Asymmetry for Precise Gross Tumor Volume Segmentation of Nasopharyngeal Carcinoma in Planning CT

Zi Li, Ying Chen, Zeli Chen, Yanzhou Su, Tai Ma, Tony C. W. Mok, Yan-Jie Zhou, Yunhai Bai, Zhinlin Zheng, Le Lu, Yirui Wang, Jia Ge, Xianghua Ye, Senxiang Yan, Dakai Jin

机构 * DAMO Academy, Alibaba Group（阿里巴巴集团达摩院） ； The University of Hong Kong（香港大学） ； The First Affiliated Hospital, Zhejiang University（浙江大学第一附属医院） ； Hupan Lab（华盼实验室） 纠错

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

Transfer Learning and Explainable AI for Brain Tumor Classification: A Study Using MRI Data from Bangladesh

Shuvashis Sarker

机构 * Ahsanullah University of Science and Technology（阿沙努拉科学与技术大学） 纠错

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

Comments 2024 6th International Conference on Sustainable Technologies for Industry 5.0 (STI)

Efficient MRI Parallel Imaging Reconstruction by K-Space Rendering via Generalized Implicit Neural Representation

Hao Li, Yusheng Zhou, Jianan Liu, Xiling Liu, Tao Huang, Zhihan Lyu, Weidong Cai, Wei Chen

机构 * Department of Neuroradiology, University Hospital Heidelberg（神经放射科，海德堡大学医院） ； School of Electrical Engineering and Automation, Wuhan University（电气工程与自动化学院，武汉大学） ； Momoni AI ； Department of Stomatology, Shenzhen People’s Hospital（口腔科，深圳人民医院） ； College of Science and Engineering, James Cook University（科学与工程学院，詹姆斯库克大学） ； Department of Game Design, Faculty of Arts, Uppsala University（游戏设计系，艺术学院，乌普萨拉大学） ； School of Computer Science, University of Sydney（计算机科学学院，悉尼大学） ； School of Biomedical Engineering, The University of Sydney（生物医学工程学院，悉尼大学） 纠错

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

Recent Advances in Medical Image Classification

Loan Dao, Ngoc Quoc Ly

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

Journal ref International Journal of Advanced Computer Science and Applications(ijacsa), 15(7), 2024

A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks

Loan Dao, Ngoc Quoc Ly

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

Journal ref International Journal of Advanced Computer Science and Applications(IJACSA), 14(3), 2023

Multi-modal brain MRI synthesis based on SwinUNETR

Haowen Pang, Weiyan Guo, Chuyang Ye

机构 * School of Integrated Circuits and Electronics, Beijing Institute of Technology, Beijing, China（集成电路与电子学院，北京理工大学，北京，中国） 纠错

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

Comments 9 pages, 5 figures