医学 AI

RadFabric: Agentic AI System with Reasoning Capability for Radiology

Wenting Chen, Yi Dong, Zhaojun Ding, Yucheng Shi, Yifan Zhou, Fang Zeng, Yijun Luo, Tianyu Lin, Yihang Su, Yichen Wu, Kai Zhang, Zhen Xiang, Tianming Liu, Ninghao Liu, Lichao Sun, Yixuan Yuan, Xiang Li

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

Comments 4 figures, 2 tables

Cross-Modal Clustering-Guided Negative Sampling for Self-Supervised Joint Learning from Medical Images and Reports

Libin Lan, Hongxing Li, Zunhui Xia, Juan Zhou, Xiaofei Zhu, Yongmei Li, Yudong Zhang, Xin Luo

机构 * College of Computer Science and Engineering, Chongqing University of Technology（重庆理工大学计算机科学与工程学院） 纠错

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

Comments This work has been submitted to the IEEE TMI for possible publication. Our code is available at https://github.com/violet-42/CM-CGNS

MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models

Yu Huang, Zelin Peng, Yichen Zhao, Piao Yang, Xiaokang Yang, Wei Shen

机构 * Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China（放射科、浙江大学医学院附属第一医院、浙江大学医学院） 纠错

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

Comments †: Equal contribution

MedVersa: A Generalist Foundation Model for Medical Image Interpretation

Hong-Yu Zhou, Julián Nicolás Acosta, Subathra Adithan, Suvrankar Datta, Eric J. Topol, Pranav Rajpurkar

机构 * Harvard Medical School（哈佛医学院） ； Scripps Research Translational Institute（斯克里普斯研究翻译研究所） 纠错

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

Comments Technical study

PDSE: A Multiple Lesion Detector for CT Images using PANet and Deformable Squeeze-and-Excitation Block

Di Fan, Heng Yu, Zhiyuan Xu

机构 * University of Southern California（南加州大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Comments MIUA 2024

An unsupervised method for MRI recovery: Deep image prior with structured sparsity

Muhammad Ahmad Sultan, Chong Chen, Yingmin Liu, Katarzyna Gil, Karolina Zareba, Rizwan Ahmad

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

Comments Magn Reson Mater Phy (2025)

LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation

Piyush Tiwary, Kinjawl Bhattacharyya, Prathosh A. P

机构 * Department of Electrical Communication Engineering, Indian Institute of Science, Bangalore, India（电子通信工程系，印度科学研究院，班加罗尔） 纠错

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

Comments Accepted at ICML 2025

CENet: Context Enhancement Network for Medical Image Segmentation

Afshin Bozorgpour, Sina Ghorbani Kolahi, Reza Azad, Ilker Hacihaliloglu, Dorit Merhof

机构 * Faculty of Informatics and Data Science, University of Regensburg（信息学院与数据科学学院，雷根施塔特大学） ； Department of Industrial and Systems Engineering, Tarbiat Modares University（工业与系统工程系，塔里克特莫达res大学） ； Department of Radiology & Department of Medicine, University of British Columbia（放射科与医学系，不列颠哥伦比亚大学） ； Fraunhofer Institute for Digital Medicine MEVIS（数字医学研究所MEVIS） 纠错

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

Comments Provisionally accepted at MICCAI-2025

Private, Efficient and Scalable Kernel Learning for Medical Image Analysis

Anika Hannemann, Arjhun Swaminathan, Ali Burak Ünal, Mete Akgün

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

Mask of truth: model sensitivity to unexpected regions of medical images

Théo Sourget, Michelle Hestbek-Møller, Amelia Jiménez-Sánchez, Jack Junchi Xu, Veronika Cheplygina

机构 * IT University of Copenhagen（丹麦哥本哈根技术大学） ； Copenhagen University Hospital, Herlev and Gentofte（哥本哈根大学医院，赫尔勒夫和琴托夫） ； Radiological AI Testcenter（放射学AI测试中心） ； Department of Radiology, Zealand University Hospital（放射科， Zealand大学医院） 纠错

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

Comments Updated after publication in the Journal of Imaging Informatics in Medicine

Journal ref Journal of Imaging Informatics in Medicine (2025)

KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling

Akansh Agrawal, Akshan Agrawal, Shashwat Gupta, Priyanka Bagade

机构 * Indian Institute of Technology Kanpur（印度理工学院坎浦尔） 纠错

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

Comments 11 pages, 2 figures, 4 tables

Masked Contrastive Reconstruction for Cross-modal Medical Image-Report Retrieval

Zeqiang Wei, Kai Jin, Xiuzhuang Zhou

机构 * School of Artificial Intelligence, Beijing University of Posts and Telecommunications（人工智能学院，北京邮电大学） 纠错

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

Journal ref Under review at Pattern Recognition Letters, 2025

Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation

Anne-Marie Rickmann, Stephanie L. Thorn, Shawn S. Ahn, Supum Lee, Selen Uman, Taras Lysyy, Rachel Burns, Nicole Guerrera, Francis G. Spinale, Jason A. Burdick, Albert J. Sinusas, James S. Duncan

机构 * Yale University（耶鲁大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Washington University School of Medicine in St Louis（华盛顿大学圣路易斯医学学院） ； University of South Carolina School of Medicine（南卡罗来纳大学医学院） ； University of Colorado Boulder（科罗拉多大学波德分校） 纠错

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

Comments accepted at FIMH 2025

An incremental algorithm for non-convex AI-enhanced medical image processing

Elena Morotti

机构 * Dept of Political and Social Sciences University of Bologna（政治与社会科学系 伯洛尼亚大学） 纠错

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

Anatomical Attention Alignment representation for Radiology Report Generation

Quang Vinh Nguyen, Minh Duc Nguyen, Thanh Hoang Son Vo, Hyung-Jeong Yang, Soo-Hyung Kim

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

GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models

Daria Zotova, Nicolas Pinon, Robin Trombetta, Romain Bouet, Julien Jung, Carole Lartizien

机构 * INSA Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, CREATIS UMR 5220, U1294（INSA里昂、 Claude Bernard Lyon 1 大学、 CNRS、 Inserm、 CREATIS UMR 5220、 U1294） ； Lyon Neuroscience Research Center, INSERM U1028, CNRS UMR5292, Univ Lyon 1（里昂神经科学研究中心、 INSERM U1028、 CNRS UMR5292、 Lyon 1 大学） 纠错

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

Journal ref Computer Methods and Programs in Biomedicine, 2025, 265, pp.108727

DFEN: Dual Feature Equalization Network for Medical Image Segmentation

Jianjian Yin, Yi Chen, Chengyu Li, Zhichao Zheng, Yanhui Gu, Junsheng Zhou

机构 * School of Computer and Electronic Information/School of Artiffcial Intelligence, Nanjing Normal University, China（计算机与电子信息学院/人工智能学院，南京师范大学） 纠错

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

Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation

Anjila Budathoki, Manish Dhakal

机构 * Department of Computer Science（计算机科学系） ； Georgia State University（佐治亚州立大学） 纠错

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

Federated Client-tailored Adapter for Medical Image Segmentation

Guyue Hu, Siyuan Song, Yukun Kang, Zhu Yin, Gangming Zhao, Chenglong Li, Jin Tang

机构 * Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education（教育部智能计算与信号处理重点实验室） ； Anhui Provincial Key Laboratory of Security Artificial Intelligence（安徽省安全人工智能重点实验室） ； School of Artificial Intelligence, Anhui University（安徽大学人工智能学院） ； School of Internet, Anhui University（安徽大学互联网学院） ； Anhui Provincial Key Laboratory of Multimodal Cognitive Computation（安徽省多模态认知计算重点实验室） ； School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院） ； Department of Computer Science, The University of Hong Kong（香港大学计算机科学系） 纠错

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

Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution

Xiaoyan Kui, Zexin Ji, Beiji Zou, Yang Li, Yulan Dai, Liming Chen, Pierre Vera, Su Ruan

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

Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis

Yousef Yeganeh, Azade Farshad, Ioannis Charisiadis, Marta Hasny, Martin Hartenberger, Björn Ommer, Nassir Navab, Ehsan Adeli

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

Comments Accepted to CVPR 2025 (highlight)

Benchmarking Multi-Organ Segmentation Tools for Multi-Parametric T1-weighted Abdominal MRI

Nicole Tran, Anisa Prasad, Yan Zhuang, Tejas Sudharshan Mathai, Boah Kim, Sydney Lewis, Pritam Mukherjee, Jianfei Liu, Ronald M. Summers

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

Comments Published at SPIE Medical Imaging 2025

End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning

Xi Tao, Liyan Lin

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

A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?

Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed

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

Comments IPMI 2025. Code and weights: https://github.com/jusiro/DLILP

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

Maregu Assefa, Muzammal Naseer, Iyyakutti Iyappan Ganapathi, Syed Sadaf Ali, Mohamed L Seghier, Naoufel Werghi

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

Comments Accepted to CVPR 2025

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Ke Zhang, Vishal M. Patel

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

Progressive Test Time Energy Adaptation for Medical Image Segmentation

Xiaoran Zhang, Byung-Woo Hong, Hyoungseob Park, Daniel H. Pak, Anne-Marie Rickmann, Lawrence H. Staib, James S. Duncan, Alex Wong

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

From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans

Qinji Yu, Yirui Wang, Ke Yan, Dandan Zheng, Dashan Ai, Dazhou Guo, Zhanghexuan Ji, Yanzhou Su, Yun Bian, Na Shen, Xiaowei Ding, Le Lu, Xianghua Ye, Dakai Jin

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

Comments Technical report (11 pages plus supplementary)

Towards All-in-One Medical Image Re-Identification

Yuan Tian, Kaiyuan Ji, Rongzhao Zhang, Yankai Jiang, Chunyi Li, Xiaosong Wang, Guangtao Zhai

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

Comments Accepted to CVPR2025

Towards Universal Text-driven CT Image Segmentation

Yuheng Li, Yuxiang Lai, Maria Thor, Deborah Marshall, Zachary Buchwald, David S. Yu, Xiaofeng Yang

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