医学 AI

TDADL-IE: A Deep Learning-Driven Cryptographic Architecture for Medical Image Security

Junhua Zhou, Quanjun Li, Weixuan Li, Guang Yu, Yihua Shao, Yihang Dong, Mengqian Wang, Zimeng Li, Changwei Gong, Xuhang Chen

专题命中 医学影像 ：medical image(title)；MRI(abstract)；CT(abstract)

Comments Accepted By BIBM 2025

FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation

Kwanseok Oh, Eunjin Jeon, Da-Woon Heo, Yooseung Shin, Heung-Il Suk

机构 * Department of Artificial Intelligence, Korea University（人工智能系，韩国大学） ； Department of Brain and Cognitive Engineering, Korea University（脑科学与认知工程系，韩国大学） 纠错

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

Comments 40 pages, 7 figures, 5 tables

FireGNN: Neuro-Symbolic Graph Neural Networks with Trainable Fuzzy Rules for Interpretable Medical Image Classification

Prajit Sengupta, Islem Rekik

机构 * Imperial College London（伦敦帝国学院） 纠错

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

Comments Accepted at NeurIPS 2025 Conference (Workshop Track), San Diego, USA

FEAorta: A Fully Automated Framework for Finite Element Analysis of the Aorta From 3D CT Images

Jiasong Chen, Linchen Qian, Ruonan Gong, Christina Sun, Tongran Qin, Thuy Pham, Caitlin Martin, Mohammad Zafar, John Elefteriades, Wei Sun, Liang Liang

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

Automatic quantification of abdominal subcutaneous and visceral adipose tissue in children, through MRI study, using total intensity maps and Convolutional Neural Networks

José Gerardo Suárez-García, Po-Wah So, Javier Miguel Hernández-López, Silvia S. Hidalgo-Tobón, Pilar Dies-Suárez, Benito de Celis-Alonso

专题命中 医学影像 ：MRI(title,abstract)；diagnosis(abstract)

Comments 14 pages, 9 figures, 3 tables

Can General-Purpose Omnimodels Compete with Specialists? A Case Study in Medical Image Segmentation

Yizhe Zhang, Qiang Chen, Tao Zhou

机构 * School of Computer Science and Engineering（计算机科学与工程学院） 纠错

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

Comments 15 pages, 7 figures

Scan-do Attitude: Towards Autonomous CT Protocol Management using a Large Language Model Agent

Xingjian Kang, Linda Vorberg, Andreas Maier, Alexander Katzmann, Oliver Taubmann

机构 * Pattern Recognition Lab, Friedrich-Alexander Universität Erlangen-Nürnberg（模式识别实验室，弗赖堡-艾尔朗根-纽伦堡大学） ； Computed Tomography, Siemens Healthineers（计算机断层扫描，西门子医疗） 纠错

专题命中 医学影像 ：CT(title,abstract)；radiology(abstract)

Multi-pathology Chest X-ray Classification with Rejection Mechanisms

Yehudit Aperstein, Amit Tzahar, Alon Gottlib, Tal Verber, Ravit Shagan Damti, Alexander Apartsin

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

Comments 12 pages, 4 figures

PL-Net: Progressive Learning Network for Medical Image Segmentation

Kunpeng Mao, Ruoyu Li, Junlong Cheng, Danmei Huang, Zhiping Song, ZeKui Liu

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

Motion-Robust T2* Quantification from Gradient Echo MRI with Physics-Informed Deep Learning

Hannah Eichhorn, Veronika Spieker, Kerstin Hammernik, Elisa Saks, Lina Felsner, Kilian Weiss, Christine Preibisch, Julia A. Schnabel

机构 * Institute of Machine Learning in Biomedical Imaging , Helmholtz Munich , Germany ； School of Computation, Information \& Technology , Technical University of Munich , Germany ； School of Medicine \& Health, Institute for Diagnostic ； Interventional Neuroradiology , Technical University of Munich , Germany ； School of Medicine \& Health, TUM-Neuroimaging Center , Technical University of Munich , Germany ； Philips GmbH Market DACH , Germany ； School of Medicine \& Health, Clinic of Neurology , Technical University of Munich , Germany ； School of Biomedical Engineering \& Imaging Sciences , King’s College London , UK 纠错

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

Comments Under Review

Sparsity-Driven Parallel Imaging Consistency for Improved Self-Supervised MRI Reconstruction

Yaşar Utku Alçalar, Mehmet Akçakaya

机构 * Department of Electrical \& Computer Engineering, University of Minnesota, MN, USA Center for Magnetic Resonance Research, University of Minnesota, MN, USA 纠错

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

Comments IEEE International Conference on Image Processing (ICIP), 2025

Weakly Supervised Fine-grained Span-Level Framework for Chinese Radiology Report Quality Assurance

Kaiyu Wang, Lin Mu, Zhiyao Yang, Ximing Li, Xiaotang Zhou Wanfu Gao, Huimao Zhang

机构 * College of Computer Science and Technology, Jilin University（吉林大学计算机科学与技术学院） ； Department of Radiology, The First Hospital of Jilin University（吉林大学第一医院放射科） ； School of Computer Science and Engineering, Changchun University of Technology（长春理工大学计算机科学与工程学院） 纠错

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

Comments Accepted by CIKM 2025. 11 pages, 7 figures

Interpretable Auto Window Setting for Deep-Learning-Based CT Analysis

Yiqin Zhang, Meiling Chen, Zhengjie Zhang

机构 * University of Shanghai for Science and Technology（上海科技大学） ； Huashan Hospital, Fudan University（复旦大学华山医院） 纠错

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

Journal ref Computers in Biology and Medicine, Volume 197, Part A, 2025, 110994, ISSN 0010-4825

Is the medical image segmentation problem solved? A survey of current developments and future directions

Guoping Xu, Jayaram K. Udupa, Jax Luo, Songlin Zhao, Yajun Yu, Scott B. Raymond, Hao Peng, Lipeng Ning, Yogesh Rathi, Wei Liu, You Zhang

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

Comments 80 pages, 38 figures

Rapid Lung MRI at 3T in ILD Patients: A Feasibility Study

Bingjie Yang, Martina Büttner, Hanna Frantz, Patrick Metze, Viktoria Haiss, Gerlinde Schmidtke-Schrezenmeier, Cornelia Kropf-Sanchen, Meinrad Beer, Wolfgang Rottbauer, Volker Rasche

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)

Comments 22p, 8figures

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

A Multi-Agent System for Complex Reasoning in Radiology Visual Question Answering

Ziruo Yi, Jinyu Liu, Ting Xiao, Mark V. Albert

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

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

Taming Domain Shift in Multi-source CT-Scan Classification via Input-Space Standardization

Chia-Ming Lee, Bo-Cheng Qiu, Ting-Yao Chen, Ming-Han Sun, Fang-Ying Lin, Jung-Tse Tsai, I-An Tsai, Yu-Fan Lin, Chih-Chung Hsu

机构 * National Cheng Kung University（国立成功大学） ； National Yang Ming Chiao Tung University（国立阳明交通大学） 纠错

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

Comments Accepted by ICCVW 2025, Winner solution of PHAROS-AFE-AIMI Workshop's Multi-Source Covid-19 Detection Challenge

MRI-CORE: A Foundation Model for Magnetic Resonance Imaging

Haoyu Dong, Yuwen Chen, Hanxue Gu, Nicholas Konz, Yaqian Chen, Qihang Li, Maciej A. Mazurowski

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

Comments 36 pages, under review

A Voxel-Wise Uncertainty-Guided Framework for Glioma Segmentation Using Spherical Projection-Based U-Net and Localized Refinement in Multi-Parametric MRI

Zhenyu Yang, Chen Yang, Rihui Zhang, Minbin Chen, Chunhao Wang, Fang-Fang Yin

专题命中 医学影像 ：MRI(title,abstract)；diagnosis(abstract)

Comments 31 pages, 6 figures, 2 tables

Flatten Wisely: How Patch Order Shapes Mamba-Powered Vision for MRI Segmentation

Osama Hardan, Omar Elshenhabi, Tamer Khattab, Mohamed Mabrok

机构 * Department of Computer Science ； Engineering, Qatar University, Doha, Qatar 0009-0003-5703-6960 ； Engineering Qatar University, Doha, Qatar 0000-0002-7974-6061 ； Department of Electrical Engineering Qatar University, Doha, Qatar. ； Department of Mathematics ； Statistics Qatar University, Doha, Qatar 纠错

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

Comments Submitted to the 2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS)

Medical Image Segmentation Using Advanced Unet: VMSE-Unet and VM-Unet CBAM+

Sayandeep Kanrar, Raja Piyush, Qaiser Razi, Debanshi Chakraborty, Vikas Hassija, GSS Chalapathi

机构 * School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT) Deemed to be University（计算机工程学院，基灵加工业技术学院（KIIT）被认定为大学） ； Department of Electrical and Electronics Engineering, BITS-Pilani, Pilani Campus（电气与电子工程系，BITS-帕利尼，帕利尼校区） 纠错

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

VoxelOpt: Voxel-Adaptive Message Passing for Discrete Optimization in Deformable Abdominal CT Registration

Hang Zhang, Yuxi Zhang, Jiazheng Wang, Xiang Chen, Renjiu Hu, Xin Tian, Gaolei Li, Min Liu

机构 * Cornell University（康奈尔大学） ； Hunan University（湖南大学） ； University of Oxford（牛津大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments Accepted for publication at MICCAI 2025

MRI-based Material Mass Density and Relative Stopping Power Estimation via Deep Learning for Proton Therapy

Yuan Gao, Chih-Wei Chang, Sagar Mandava, Raanan Marants, Jessica E. Scholey, Matthew Goette, Yang Lei, Hui Mao, Jeffrey D. Bradley, Tian Liu, Jun Zhou, Atchar Sudhyadhom, Xiaofeng Yang

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)

Journal ref Sci Rep 14, 11166 (2024)

Classification of Multi-Parametric Body MRI Series Using Deep Learning

Boah Kim, Tejas Sudharshan Mathai, Kimberly Helm, Peter A. Pinto, Ronald M. Summers

机构 * Radiology and Imaging Sciences, National Institutes of Health Clinical Center（放射学与影像科学，国家卫生研究院临床中心） ； National Institutes of Health Clinical Center（国家卫生研究院临床中心） ； National Cancer Institute（国家癌症研究所） 纠错

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

Self-supervised training of deep denoisers in multi-coil MRI considering noise correlations

Juhyung Park, Dongwon Park, Sooyeon Ji, Hyeong-Geol Shin, Se Young Chun, Jongho Lee

机构 * Department of Electrical and Computer Engineering, Seoul National University（电气电子工程系，首尔国立大学） ； INMC & IPAI, Seoul National University（INMC与IPAI，首尔国立大学） ； Division of Computer Engineering, Hankuk University of Foreign Studies（计算机工程系，韩文大学） ； Department of Radiology, Johns Hopkins University School of Medicine（放射科，约翰霍普金斯大学医学院） 纠错

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

Comments 9 pages, 5figures

Low-Rank Augmented Implicit Neural Representation for Unsupervised High-Dimensional Quantitative MRI Reconstruction

Haonan Zhang, Guoyan Lao, Yuyao Zhang, Hongjiang Wei

机构 * School of Biomedical Engineering, Shanghai Jiao Tong University（上海交通大学生物医学工程学院） ； School of Information Science and Technology, ShanghaiTech University（上海交通大学信息科学与技术学院） ； School of Biomedical Engineering and the National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERCAMRT), Shanghai Jiao Tong University（上海交通大学生物医学工程学院和先进磁共振诊断与治疗国家工程研究中心） 纠错

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

Sequential Experimental Design for X-Ray CT Using Deep Reinforcement Learning

Tianyuan Wang, Felix Lucka, Tristan van Leeuwen

机构 * Utrecht University（乌特雷赫大学） 纠错

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

Comments Accepted for publication in IEEE Transactions on Computational Imaging

Journal ref IEEE Transactions on Computational Imaging, vol. 10, pp. 953 - 968, 2024

Enhancing pretraining efficiency for medical image segmentation via transferability metrics

Gábor Hidy, Bence Bakos, András Lukács

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

Comments An error was discovered in the aggregation process of our results, particularly affecting the experiments involving the advanced pretraining method. This impacts the main conclusions of the paper, and we are therefore withdrawing the submission

DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation

Guanqun Sun, Yizhi Pan, Weikun Kong, Zichang Xu, Jianhua Ma, Teeradaj Racharak, Le-Minh Nguyen, Junyi Xin

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