医学 AI

EEMS: Edge-Prompt Enhanced Medical Image Segmentation Based on Learnable Gating Mechanism

Han Xia, Quanjun Li, Qian Li, Zimeng Li, Hongbin Ye, Yupeng Liu, Haolun Li, Xuhang Chen

机构 * School of Advanced Manufacturing, Guangdong University of Technology（广东技术大学先进制造学院） ； Department of Cardiology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China（广东省人民医院心内科（广东省医学科学院）） ； College of Automation, Nanjing University of Posts and Telecommunications, Nanjing, China（南京邮电大学自动化学院） 纠错

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

Comments Accepted by BIBM 2025

Learning from Disagreement: A Group Decision Simulation Framework for Robust Medical Image Segmentation

Chen Zhong, Yuxuan Yang, Xinyue Zhang, Ruohan Ma, Yong Guo, Gang Li, Jupeng Li

机构 * School of Electronics and Information Engineering, Beijing Jiaotong University, China（电子信息工程学院，北京交通大学） ； Peking University School and Hospital of Stomatology, China（北京大学口腔医院） 纠错

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

Stroke Locus Net: Occluded Vessel Localization from MRI Modalities

Mohamed Hamad, Muhammad Khan, Tamer Khattab, Mohamed Mabrok

机构 * Department of Electrical Engineering, College of Engineering, Qatar University, Doha, Qatar（电气工程系，工程学院，卡塔尔大学，多哈，卡塔尔） ； Department of Mathematics and Statistics, College of Arts and Sciences, Qatar University, Doha, Qatar（数学与统计学系，艺术与科学学院，卡塔尔大学，多哈，卡塔尔） 纠错

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

Comments This version of the paper was accepted in the ADMA 2025 conference in Kyoto, Japan

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

MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation

Hancan Zhu, Jinhao Chen, Guanghua He

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

Comments This preprint has been published in Biomedical Signal Processing and Control, Volume 112, 2026, Article 108821

MRI Brain Tumor Detection with Computer Vision

Jack Krolik, Jake Lynn, John Henry Rudden, Dmytro Vremenko

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

Comments 12 pages, 8 figures, final project report for CS4100 (Machine Learning), Northeastern University, April 2024

Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective

Zixuan Pan, Jun Xia, Zheyu Yan, Guoyue Xu, Yifan Qin, Xueyang Li, Yawen Wu, Zhenge Jia, Jianxu Chen, Yiyu Shi

机构 * University of Notre Dame, USA（美国诺特大学） ； Shandong University, China（山东大学） 纠错

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

Comments Accepted by BIBM 2025. 6 pages, 4 figures

DTEA: Dynamic Topology Weaving and Instability-Driven Entropic Attenuation for Medical Image Segmentation

Weixuan Li, Quanjun Li, Guang Yu, Song Yang, Zimeng Li, Chi-Man Pun, Yupeng Liu, Xuhang Chen

机构 * School of Advanced Manufacturing, Guangdong University of Technology（广东技术大学先进制造学院） ； School of Electronic and Communication Engineering, Shenzhen Polytechnic University（深圳职业技术大学电子与通信工程学院） ； Guangzhou City University of Technology（广州市城市技术大学） ； Faculty of Science and Technology, University of Macau（澳门大学科学与技术学院） ； Department of Cardiology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University（广东省人民医院心内科（广东省医学科学院）） ； Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences（广东省心血管病研究所，广东省人民医院，广东省医学科学院） 纠错

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

Comments Accepted by BIBM 2025

Frequency Domain Unlocks New Perspectives for Abdominal Medical Image Segmentation

Kai Han, Siqi Ma, Chengxuan Qian, Jun Chen, Chongwen Lyu, Yuqing Song, Zhe Liu

机构 * School of Computer Science and Communication Engineering, Jiangsu University（江苏大学计算机科学与通信工程学院） 纠错

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

From Detection to Mitigation: Addressing Bias in Deep Learning Models for Chest X-Ray Diagnosis

Clemence Mottez, Louisa Fay, Maya Varma, Sophie Ostmeier, Curtis Langlotz

机构 * Center for Artificial Intelligence in Medicine and Imaging（医学人工智能中心） ； Stanford University（斯坦福大学） ； University Hospital of Tübingen（图宾根大学医院） 纠错

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

Comments Preprint of an article published in Pacific Symposium on Biocomputing \c{opyright} 2026 World Scientific Publishing Co., Singapore, http://psb.stanford.edu/

TinyViT-Batten: Few-Shot Vision Transformer with Explainable Attention for Early Batten-Disease Detection on Pediatric MRI

Khartik Uppalapati, Bora Yimenicioglu, Shakeel Abdulkareem, Adan Eftekhari, Bhavya Uppalapati, Viraj Kamath

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

Comments 8 pages, 3 figures, 1 table. Submitted to International Conference on Computational Intelligence and Sustainable Engineering Solutions (CISES)

Automated detection of underdiagnosed medical conditions via opportunistic imaging

Asad Aali, Andrew Johnston, Louis Blankemeier, Dave Van Veen, Laura T Derry, David Svec, Jason Hom, Robert D. Boutin, Akshay S. Chaudhari

专题命中 医学影像 ：CT(abstract)；diagnosis(abstract)；radiology(abstract)；分类 cs.CV、cs.LG

Agentic Systems in Radiology: Design, Applications, Evaluation, and Challenges

Christian Bluethgen, Dave Van Veen, Daniel Truhn, Jakob Nikolas Kather, Michael Moor, Malgorzata Polacin, Akshay Chaudhari, Thomas Frauenfelder, Curtis P. Langlotz, Michael Krauthammer, Farhad Nooralahzadeh

专题命中 医学影像 ：radiology(title,abstract)

ViConEx-Med: Visual Concept Explainability via Multi-Concept Token Transformer for Medical Image Analysis

Cristiano Patrício, Luís F. Teixeira, João C. Neves

机构 * Universidade da Beira Interior（贝拉内尔维尔大学） ； NOVA LINCS ； Faculdade de Engenharia da Universidade do Porto（葡萄牙波尔图大学工程学院） ； INESC TEC 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Semi-disentangled spatiotemporal implicit neural representations of longitudinal neuroimaging data for trajectory classification

Agampreet Aulakh, Nils D. Forkert, Matthias Wilms

机构 * Biomedical Engineering Graduate Program, University of Calgary, Calgary, Canada（卡利告大学生物医学工程研究生项目） ； Department of Radiology, University of Calgary, Calgary, Canada（卡利告大学放射科） ； Department of Radiology, University of Michigan, Ann Arbor, United States（密歇根大学放射科） 纠错

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

Comments Accepted at the MICCAI 2025 Learning with Longitudinal Medical Images and Data Workshop

NNDM: NN_UNet Diffusion Model for Brain Tumor Segmentation

Sashank Makanaboyina

机构 * DePaul University（德保罗大学） 纠错

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

GADA: Graph Attention-based Detection Aggregation for Ultrasound Video Classification

Li Chen, Naveen Balaraju, Jochen Kruecker, Balasundar Raju, Alvin Chen

专题命中 医学影像 ：pathology(abstract)；分类 eess.IV

Comments ICCV CVAMD 2025

Towards Distribution-Shift Uncertainty Estimation for Inverse Problems with Generative Priors

Namhoon Kim, Sara Fridovich-Keil

机构 * School of Electrical and Computer Engineering（电气与计算机工程学院） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Comments Code is available at https://github.com/voilalab/uncertainty_quantification_LPN

Synchrosqueezed windowed linear canonical transform: A method for mode retrieval from multicomponent signals with crossing instantaneous frequencies

Shuixin Li, Jiecheng Chen, Qingtang Jiang, Jian Lu

专题命中 医学影像 ：CT(abstract)；分类 eess.SP

TreeNet: Layered Decision Ensembles

Zeshan Khan

机构 * Department of Software Engineering（软件工程系） ； FAST School of Computing（FAST计算机学院） ； National University of Computer and Emerging Sciences（国家计算机与新兴科学大学） 纠错

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

Improved Pixel-wise Calibration for Charge-Integrating Hybrid Pixel Detectors with Performance Validation

X. Xie, A. Bergamaschi, M. Brückner, M. Carulla, R. Dinapoli, S. Ebner, K. Ferjaoui, E. Fröjdh, V. Gautam, D. Greiffenberg, S. Hasanaj, J. Heymes, V. Hinger, M. Hürst, V. Kedych, T. King, S. Li, C. Lopez-Cuenca, A. Mazzoleni, D. Mezza, K. Moustakas, A. Mozzanica, J. Mulvey, M. Müller, K. A. Paton, C. Posada Soto, C. Ruder, B. Schmitt, P. Sieber, S. Silletta, D. Thattil, J. Zhang

专题命中 医学影像 ：diagnosis(abstract)

A Bioinspired Aquatic Machine Mimicking Water Caltrop

Yuanquan Liu, Thomas Speck, Isabella Fiorello

专题命中 医学影像 ：CT(abstract)

Comments Accepted in Lecture Notes in Computer Science, Springer Nature

Mean-field approximation, Gibbs relaxation, and cross estimates

Armand Bernou, Mitia Duerinckx

专题命中 医学影像 ：CT(abstract)

Comments 29 pages

Stochastic numerical head phantoms to enable virtual imaging studies of transcranial photoacoustic computed tomography

Hsuan-Kai Huang, Joseph Kuo, Seonyeong Park, Umberto Villa, Lihong V. Wang, Mark A. Anastasio

专题命中 医学影像 ：CT(abstract)

Comments Preprint submitted to Elsevier Photoacoustics

Statistical Shape Modelling of the Nasosinusal Anatomy

Michele Bertolini, Silvia Tonghini, Marco Rossoni, Marina Carulli, Susanne Weise, Christian Jan Baldus, Giorgio Colombo, Monica Bordegoni

专题命中 医学影像 ：CT(abstract)

Comments ASME 2024 International Mechanical Engineering Congress and Exposition, Nov 2024, Portland, France

Sequential Convex Programming for 6-DoF Powered Descent Guidance with Continuous-Time Compound State-Triggered Constraints

Samet Uzun, Behcet Acikmese, John M. Carson

专题命中 医学影像 ：CT(abstract)

What if each voxel were measured with a different diffusion protocol?

Santiago Coelho, Gregory Lemberskiy, Ante Zhu, Hong-Hsi Lee, Nastaren Abad, Thomas K. F. Foo, Els Fieremans, Dmitry S. Novikov

专题命中 医学影像 ：MRI(abstract)

Enabling Doctor-Centric Medical AI with LLMs through Workflow-Aligned Tasks and Benchmarks

Wenya Xie, Qingying Xiao, Yu Zheng, Xidong Wang, Junying Chen, Ke Ji, Anningzhe Gao, Prayag Tiwari, Xiang Wan, Feng Jiang, Benyou Wang

机构 * Shenzhen Research Institute of Big Data（大数据研究 institute） ； National Health Data Institute（国家健康数据研究所） ； Halmstad University（哈马碧大学） ； Shenzhen University of Advanced Technology（深圳先进技术大学） 纠错

专题命中 临床大模型 ：medical AI(title)

FOSSIL: Regret-Minimizing Curriculum Learning for Metadata-Free and Low-Data Mpox Diagnosis

Sahng-Min Han, Minjae Kim, Jinho Cha, Se-woon Choe, Eunchan Daniel Cha, Jungwon Choi, Kyudong Jung

机构 * Computer Science Division, Gwinnett Technical College, Lawrenceville, GA, USA（基普顿技术学院计算机科学系） ； Department of Computer Science, University of Kentucky, Lexington, KY, USA（肯塔基大学计算机科学系） ； Department of Biomedical Engineering, Kumoh National Institute of Technology, Gumi, South Korea（Kumoh国立技术学院生物医学工程系） ； Department of Biology, Georgia Institute of Technology, Atlanta, GA, USA（佐治亚理工学院生物学系） ； Oaro Dermatology Center, Seongnam, Gyeonggi-do, South Korea（Oaro皮肤科中心） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；biomedical(abstract)；分类 cs.LG

Comments 35 pages, 11 figures, submitted to Computers in Biology and Medicine (Elsevier, under review)