医学 AI

Zero-Training Task-Specific Model Synthesis for Few-Shot Medical Image Classification

Yao Qin, Yangyang Yan, YuanChao Yang, Jinhua Pang, Huanyong Bi, Yuan Liu, HaiHua Wang

机构 * AI Innovation Department, Beijing 1st BioTech Group Co., Ltd.（人工智能创新部门，北京第一生物科技集团有限公司） ； Diplomatic Negotiation Simulation and Data Laboratory, China Foreign Affairs University（外交谈判模拟与数据实验室，中国外交学院） 纠错

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

LINGUAL: Language-INtegrated GUidance in Active Learning for Medical Image Segmentation

Md Shazid Islam, Shreyangshu Bera, Sudipta Paul, Amit K. Roy-Chowdhury

机构 * UC Riverside（加州大学河滨分校） ； Samsung Research America（三星美国研究机构） 纠错

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

Generalizable 7T T1-map Synthesis from 1.5T and 3T T1 MRI with an Efficient Transformer Model

Zach Eidex, Mojtaba Safari, Tonghe Wang, Vanessa Wildman, David S. Yu, Hui Mao, Erik Middlebrooks, Aparna Kesarwala, Xiaofeng Yang

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

Enhancing Neuro-Oncology Through Self-Assessing Deep Learning Models for Brain Tumor Unified Model for MRI Segmentation

Andrew Zhou

机构 * The Quarry Lane School（Quarry Lane 学校） 纠错

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

Medical Knowledge Intervention Prompt Tuning for Medical Image Classification

Ye Du, Nanxi Yu, Shujun Wang

机构 * The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments IEEE Transactions on Medical Imaging (Early Access) July 2025

MAISI-v2: Accelerated 3D High-Resolution Medical Image Synthesis with Rectified Flow and Region-specific Contrastive Loss

Can Zhao, Pengfei Guo, Dong Yang, Yucheng Tang, Yufan He, Benjamin Simon, Mason Belue, Stephanie Harmon, Baris Turkbey, Daguang Xu

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

Comments Accepted by AAAI 2026

Unsupervised patch-based dynamic MRI reconstruction using learnable tensor function with implicit neural representation

Yuanyuan Liu, Yuanbiao Yang, Jing Cheng, Zhuo-Xu Cui, Qingyong Zhu, Congcong Liu, Yuliang Zhu, Jingran Xu, Hairong Zheng, Dong Liang, Yanjie Zhu

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

Coordinative Learning with Ordinal and Relational Priors for Volumetric Medical Image Segmentation

Haoyi Wang

机构 * School of Engineering, Computing ； Mathematics, University of Plymouth 纠错

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

S2D-ALIGN: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation

Jiechao Gao, Chang Liu, Yuangang Li

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

Utility of Pancreas Surface Lobularity as a CT Biomarker for Opportunistic Screening of Type 2 Diabetes

Tejas Sudharshan Mathai, Anisa V. Prasad, Xinya Wang, Praveen T. S. Balamuralikrishna, Yan Zhuang, Abhinav Suri, Jianfei Liu, Perry J. Pickhardt, Ronald M. Summers

机构 * Imaging Sciences, National Institutes of Health Clinical Center Department of Radiology, University of Wisconsin School of Medicine \& Public Health 纠错

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

Comments Submitted to IEEE ISBI 2026

DualFete: Revisiting Teacher-Student Interactions from a Feedback Perspective for Semi-supervised Medical Image Segmentation

Le Yi, Wei Huang, Lei Zhang, Kefu Zhao, Yan Wang, Zizhou Wang

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

Comments Accepted by Proceedings of the AAAI Conference on Artificial Intelligence 40 (AAAI-26)

Cross-pyramid consistency regularization for semi-supervised medical image segmentation

Matus Bojko, Maros Kollar, Marek Jakab, Wanda Benesova

机构 * Faculty of Informatics and Information Technologies, Slovak University of Technology in Bratislava（信息与信息技术学院，斯洛伐克技术大学） 纠错

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

An update to PYRO-NN: A Python Library for Differentiable CT Operators

Linda-Sophie Schneider, Yipeng Sun, Chengze Ye, Markus Michen, Andreas Maier

机构 * Pattern Recognition Lab（模式识别实验室） ； Friedrich-Alexander University Erlangen-Nuremberg（埃朗根-纽伦堡弗里德里希-亚历山大大学） ； Fraunhofer EZRT（弗劳恩霍夫电子技术研究所） 纠错

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

Retrospective motion correction in MRI using disentangled embeddings

Qi Wang, Veronika Ecker, Marcel Früh, Sergios Gatidis, Thomas Küstner

机构 * Department of Radiology University of Tuebingen（放射科 图宾根大学） ； Department of Radiology Stanford University（放射科 斯坦福大学） 纠错

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

Comments 5 pages, 3 figures

Predicting Coronary Artery Calcium Severity based on Non-Contrast Cardiac CT images using Deep Learning

Lachlan Nguyen, Aidan Cousins, Arcot Sowmya, Hugh Dixson, Sonit Singh

机构 * School of Clinical Medicine, Faculty of Medicine \& Health, UNSW Sydney, Australia Rural Clinical School, Faculty of Medicine \& Health, UNSW, Port Macquarie, Australia School of Computer Science ； Engineering, Faculty of Engineering, UNSW Sydney, Australia Bankstown-Lidcombe Hospital, South Western Sydney Local Health District, Bankstown, Australia 纠错

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

Comments 6 pages

Well-Designed k-Space Coverage is Important for Good MRI Denoising

Jiayang Wang, Justin P. Haldar

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

LMM-IQA: Image Quality Assessment for Low-Dose CT Imaging

Kagan Celik, Mehmet Ozan Unal, Metin Ertas, Isa Yildirim

机构 * Department of Electronics and Communication Engineering, Istanbul Technical University（电子与通信工程系，伊斯坦布尔技术大学） 纠错

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

Med-SORA: Symptom to Organ Reasoning in Abdomen CT Images

You-Kyoung Na, Yeong-Jun Cho

机构 * Chonnam National University（全南国立大学） 纠错

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

Comments 9 pages

Beyond Data Scarcity Optimizing R3GAN for Medical Image Generation from Small Datasets

Tsung-Wei Pan, Chang-Hong Wu, Jung-Hua Wang, Ming-Jer Chen, Yu-Chiao Yi, Tsung-Hsien Lee

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

MACMD: Multi-dilated Contextual Attention and Channel Mixer Decoding for Medical Image Segmentation

Lalit Maurya, Honghai Liu, Reyer Zwiggelaar

机构 * School of Computing, University of Portsmouth（普森大学计算学院） ； Department of Computer Science, Aberystwyth University（阿伯里斯特威斯大学计算机科学系） 纠错

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

Clinical-ComBAT: a diffusion-weighted MRI harmonization method for clinical applications

Gabriel Girard, Manon Edde, Félix Dumais, Yoan David, Matthieu Dumont, Guillaume Theaud, Jean-Christophe Houde, Arnaud Boré, Maxime Descoteaux, Pierre-Marc Jodoin

机构 * Videos & Images Theory and Analytics Lab (VITAL)（视频与图像理论与分析实验室） ； Department of Computer Science（计算机科学系） ； Université de Sherbrooke（Sherbrooke大学） ； Sherbrooke Connectivity Imaging Lab (SCIL)（Sherbrooke连接成像实验室） ； Imeka Solutions inc（Imeka Solutions公司） 纠错

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

Comments 39 pages, 11 figures

Self-supervised Deep Unrolled Model with Implicit Neural Representation Regularization for Accelerating MRI Reconstruction

Jingran Xu, Yuanyuan Liu, Yuanbiao Yang, Zhuo-Xu Cui, Jing Cheng, Qingyong Zhu, Nannan Zhang, Yihang Zhou, Dong Liang, Yanjie Zhu

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院生物医学成像中心） 纠错

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

Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation

Pengchen Zhang, Alan J. X. Guo, Sipin Luo, Zhe Han, Lin Guo

机构 * Center for Applied Mathematics, Tianjin University（应用数学中心，天津大学） ； Department of Radiology, Tianjin Hospital of Tianjin University（放射科，天津大学医院） ； Department of Hip Trauma, Tianjin Hospital of Tianjin University（骨科创伤科，天津大学医院） 纠错

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

Adversarial and Score-Based CT Denoising: CycleGAN vs Noise2Score

Abu Hanif Muhammad Syarubany

机构 * Korea Advanced Institute of Science \& Technology (KAIST) Daejeon, South Korea 纠错

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

A Foundation Model for Brain MRI with Dynamic Modality Integration

Minh Sao Khue Luu, Bair N. Tuchinov

机构 * The Artificial Intelligence Research Center of Novosibirsk State University（新西伯利亚国立大学人工智能研究中心） 纠错

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

Comments Preliminary work; results ongoing

AI-driven software for automated quantification of skeletal metastases and treatment response evaluation using Whole-Body Diffusion-Weighted MRI (WB-DWI) in Advanced Prostate Cancer

Antonio Candito, Matthew D Blackledge, Richard Holbrey, Nuria Porta, Ana Ribeiro, Fabio Zugni, Luca D'Erme, Francesca Castagnoli, Alina Dragan, Ricardo Donners, Christina Messiou, Nina Tunariu, Dow-Mu Koh

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

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） 纠错

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

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） 纠错

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

Journal ref Applied Soft Computing 2025

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） 纠错

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

UP2D: Uncertainty-aware Progressive Pseudo-label Denoising for Source-Free Domain Adaptive Medical Image Segmentation

Quang-Khai Bui-Tran, Thanh-Huy Nguyen, Manh D. Ho, Thinh B. Lam, Vi Vu, Hoang-Thien Nguyen, Phat Huynh, Ulas Bagci

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