医学 AI

CLFSeg: A Fuzzy-Logic based Solution for Boundary Clarity and Uncertainty Reduction in Medical Image Segmentation

Anshul Kaushal, Kunal Jangid, Vinod K. Kurmi

机构 * UIET-H, Panjab University, Hoshiarpur, India（旁遮普大学UIET-H分校） 纠错

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

Comments The 36th British Machine Vision Conference (BMVC) 2025

iPac: Incorporating Intra-image Patch Context into Graph Neural Networks for Medical Image Classification

Usama Zidan, Mohamed Gaber, Mohammed M. Abdelsamea

机构 * Nuffield Department of Surgical Sciences, University of Oxford, UK（牛津大学外科科学系） ； School of Computing and Digital Technology, Birmingham City University, UK（伯明翰城市大学计算与数字技术学院） ； Department of Computer Science, University of Exeter, UK（埃克塞特大学计算机科学系） 纠错

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

Comments Accepted for publication in the proceedings of ICONIP 2025

CURVETE: Curriculum Learning and Progressive Self-supervised Training for Medical Image Classification

Asmaa Abbas, Mohamed Gaber, Mohammed M. Abdelsamea

机构 * Birmingham City University（伯明翰城市大学） ； University of Exeter（埃克塞特大学） 纠错

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

Comments Accepted for publication in the proceedings of ICONIP 2025

Zero-Shot Multi-modal Large Language Model v.s. Supervised Deep Learning: A Comparative Study on CT-Based Intracranial Hemorrhage Subtyping

Yinuo Wang, Yue Zeng, Kai Chen, Cai Meng, Chao Pan, Zhouping Tang

机构 * Image Processing Center, Beihang University（北京航空航天大学图像处理中心） ； School of Mechanical Engineering and Automation, Beihang University（北京航空航天大学机械工程与自动化学院） ； Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院神经内科，同济医院） 纠错

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

Scanner-Agnostic MRI Harmonization via SSIM-Guided Disentanglement

Luca Caldera, Lara Cavinato, Francesca Ieva

机构 * MOX, Department of Mathematics Politecnico di Milano（MOX数学系，米兰理工大学） 纠错

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

CT-CLIP: A Multi-modal Fusion Framework for Robust Apple Leaf Disease Recognition in Complex Environments

Lemin Liu, Fangchao Hu, Honghua Jiang, Yaru Chen, Limin Liu, Yongliang Qiao

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

Digital Contrast CT Pulmonary Angiography Synthesis from Non-contrast CT for Pulmonary Vascular Disease

Ying Ming, Yue Lin, Longfei Zhao, Gengwan Li, Zuopeng Tan, Bing Li, Sheng Xie, Wei Song, Qiqi Xu

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

A Structured Review and Quantitative Profiling of Public Brain MRI Datasets for Foundation Model Development

Minh Sao Khue Luu, Margaret V. Benedichuk, Ekaterina I. Roppert, Roman M. Kenzhin, Bair N. Tuchinov

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

Predicting before Reconstruction: A generative prior framework for MRI acceleration

Juhyung Park, Rokgi Hong, Roh-Eul Yoo, Jaehyeon Koo, Se Young Chun, Seung Hong Choi, Jongho Lee

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

Comments 33 pages, 8figures

DARE: A Deformable Adaptive Regularization Estimator for Learning-Based Medical Image Registration

Ahsan Raza Siyal, Markus Haltmeier, Ruth Steiger, Malik Galijasevic, Elke Ruth Gizewski, Astrid Ellen Grams

机构 * Department of Mathematics, University of Innsbruck（数学系，因斯布鲁克大学） ； Department of Radiology, Medical University of Innsbruck（放射学系，因斯布鲁克医学院） ； Neuroimaging Research Core Facility, Medical University of Innsbruck（神经影像研究核心设施，因斯布鲁克医学院） 纠错

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

LAND: Lung and Nodule Diffusion for 3D Chest CT Synthesis with Anatomical Guidance

Anna Oliveras, Roger Marí, Rafael Redondo, Oriol Guardià, Ana Tost, Bhalaji Nagarajan, Carolina Migliorelli, Vicent Ribas, Petia Radeva

机构 * Eurecat, Centre Tecnològic de Catalunya（埃鲁卡特技术中心，加泰罗尼亚技术中心） ； Dept. de Matemàtiques i Informàtica, Universitat de Barcelona（巴塞罗那大学数学与计算机系） ； Barcelona Supercomputing Center (BSC)（巴塞罗那超级计算中心） 纠错

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

TreeFedDG: Alleviating Global Drift in Federated Domain Generalization for Medical Image Segmentation

Yucheng Song, Chenxi Li, Haokang Ding, Zhining Liao, Zhifang Liao

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

Analysis of the Compaction Behavior of Textile Reinforcements in Low-Resolution In-Situ CT Scans via Machine-Learning and Descriptor-Based Methods

Christian Düreth, Jan Condé-Wolter, Marek Danczak, Karsten Tittmann, Jörn Jaschinski, Andreas Hornig, Maik Gude

机构 * Institute of Lightweight Engineering and Polymer Technology（轻质工程与聚合物技术研究所） ； Center for Scalable Data Analytics and Artificial Intelligence Dresden/Leipzig (ScaDS.AI)（可扩展数据分析与人工智能中心（Dresden/Leipzig）） 纠错

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

Comments submitted to Elsevier Composite Part C: Open Access (JCOMC-D-25-00212), 16 pages, 8 Figures, and 3 Tables

Intelligent Communication Mixture-of-Experts Boosted-Medical Image Segmentation Foundation Model

Xinwei Zhang, Hu Chen, Zhe Yuan, Sukun Tian, Peng Feng

机构 * College of Optoelectronics Engineering, Chongqing University, Chongqing, China ； Center of Digital Dentistry, Peking University School ； Hospital of Stomatology \& NHC Key Laboratory of Digital Stomatology, Beijing, China 纠错

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

Click, Predict, Trust: Clinician-in-the-Loop AI Segmentation for Lung Cancer CT-Based Prognosis within the Knowledge-to-Action Framework

Mohammad R. Salmanpour, Sonya Falahati, Amir Hossein Pouria, Amin Mousavi, Somayeh Sadat Mehrnia, Morteza Alizadeh, Arman Gorji, Zeinab Farsangi, Alireza Safarian, Mehdi Maghsudi, Carlos Uribe, Arman Rahmim, Ren Yuan

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

Comments 13 pages, 2 figures, and 2 tables

Foundation Models in Medical Image Analysis: A Systematic Review and Meta-Analysis

Praveenbalaji Rajendran, Mojtaba Safari, Wenfeng He, Mingzhe Hu, Shansong Wang, Jun Zhou, Xiaofeng Yang

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

SNOMED CT-powered Knowledge Graphs for Structured Clinical Data and Diagnostic Reasoning

Dun Liu, Qin Pang, Guangai Liu, Hongyu Mou, Jipeng Fan, Yiming Miao, Pin-Han Ho, Limei Peng

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

MSDM: Generating Task-Specific Pathology Images with a Multimodal Conditioned Diffusion Model for Cell and Nuclei Segmentation

Dominik Winter, Mai Bui, Monica Azqueta Gavaldon, Nicolas Triltsch, Marco Rosati, Nicolas Brieu

机构 * AstraZeneca Computational Pathology GmbH（阿斯利康计算病理学 GmbH） 纠错

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

Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI Reconstruction

Tao Hong, Zhaoyi Xu, Se Young Chun, Luis Hernandez-Garcia, Jeffrey A. Fessler

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

Comments 14 pages, 12 figures, https://hongtao-argmin.github.io/CQNPM-GD-CSMRI/

Adaptive Label Correction for Robust Medical Image Segmentation with Noisy Labels

Chengxuan Qian, Kai Han, Jianxia Ding, Chongwen Lyu, Zhenlong Yuan, Jun Chen, Zhe Liu

机构 * Jiangsu University（江苏大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Towards Label-Free Brain Tumor Segmentation: Unsupervised Learning with Multimodal MRI

Gerard Comas-Quiles, Carles Garcia-Cabrera, Julia Dietlmeier, Noel E. O'Connor, Ferran Marques

机构 * Universitat Politècnica de Catalunya (UPC)（西班牙巴塞罗那理工大学） ； University College Dublin (UCD)（都柏林大学） ； Dublin City University (DCU)（都柏林城市大学） ； Insight Research Ireland Center For Data Analytics（爱尔兰数据分析研究中心） 纠错

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

Comments 10 pages, 5 figures, BraTS GoAT 2025 challenge

Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation

Feifei Zhang, Zhenhong Jia, Sensen Song, Fei Shi, Dayong Ren

机构 * School of Computer Science and Technology, Xinjiang University（新疆大学计算机科学与技术学院） ； Key Laboratory of Signal Detection and Processing, Xinjiang University（新疆大学信号检测与处理重点实验室） ； Xinjiang Multimodal Intelligent Processing and Information Security Engineering Technology Research Center（新疆多模态智能处理与信息安全工程技术研究中心） ； National Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） 纠错

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

CCD: Mitigating Hallucinations in Radiology MLLMs via Clinical Contrastive Decoding

Xi Zhang, Zaiqiao Meng, Jake Lever, Edmond S. L. Ho

机构 * School of Computing Science, University of Glasgow（计算科学学院，格拉斯哥大学） 纠错

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

Comments Preprint, 27 pages, 3 figures

Cyclic Self-Supervised Diffusion for Ultra Low-field to High-field MRI Synthesis

Zhenxuan Zhang, Peiyuan Jing, Zi Wang, Ula Briski, Coraline Beitone, Yue Yang, Yinzhe Wu, Fanwen Wang, Liutao Yang, Jiahao Huang, Zhifan Gao, Zhaolin Chen, Kh Tohidul Islam, Guang Yang, Peter J. Lally

机构 * Department of Bioengineering and Imperial-X, Imperial College London（生物工程系和Imperial-X，帝国理工学院伦敦分校） ； Department of Bioengineering, Imperial College London（生物工程系，帝国理工学院伦敦分校） ； School of Biomedical Engineering, Sun Yat-sen University（生物医学工程学院，中山大学） ； Monash Biomedical Imaging, Monash University（莫纳什大学生物医学成像） 纠错

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

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)

MedCAL-Bench: A Comprehensive Benchmark on Cold-Start Active Learning with Foundation Models for Medical Image Analysis

Ning Zhu, Xiaochuan Ma, Shaoting Zhang, Guotai Wang

机构 * Ning Zhu 1 ； Xiaochuan Ma 2 ； Shaoting Zhang 2,3 ； Guotai Wang 2,3 纠错

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

Comments 23 pages, 6 figures, 10 tables

Reinforcement Learning-Based Optimization of CT Acquisition and Reconstruction Parameters Through Virtual Imaging Trials

David Fenwick, Navid NaderiAlizadeh, Vahid Tarokh, Nicholas Felice, Darin Clark, Jayasai Rajagopal, Anuj Kapadia, Benjamin Wildman-Tobriner, Ehsan Samei, Ehsan Abadi

机构 * Duke University（杜克大学） ； Oak Ridge National Laboratory（橡树岭国家实验室） 纠错

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