医学 AI

BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation

Zelin Liu, Sicheng Dong, Bocheng Li, Yixuan Yang, Jiacheng Ruan, Chenxu Zhou, Suncheng Xiang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

Spatially Regularized Super-Resolved Constrained Spherical Deconvolution (SR$^2$-CSD) of Diffusion MRI Data

Ekin Taskin, Gabriel Girard, Juan Luis Villarreal Haro, Jonathan Rafael-Patiño, Eleftherios Garyfallidis, Jean-Philippe Thiran, Erick Jorge Canales-Rodríguez

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

Comments 21 pages, 9 figures; Supplementary Material appended after the References

Fine-tuning Segment Anything for Real-Time Tumor Tracking in Cine-MRI

Valentin Boussot, Cédric Hémon, Jean-Claude Nunes, Jean-Louis Dillenseger

机构 * Univ Rennes 1（里昂大学） 纠错

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

Comments Paper for the Trackrad2025 challenge, Team BreizhTrack

Pre to Post-Treatment Glioblastoma MRI Prediction using a Latent Diffusion Model

Alexandre G. Leclercq, Sébastien Bougleux, Noémie N. Moreau, Alexis Desmonts, Romain Hérault, Aurélien Corroyer-Dulmont

机构 * Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, Caen, France（诺曼底大学、UNICAEN、ENSICAEN、CNRS、GREYC、法国卡昂） ； Artificial Intelligence Department, Centre François Baclesse, Caen, France（人工智能部门、弗朗索瓦·巴克塞中心、法国卡昂） ； Université de Caen Normandie, CNRS, Normandie Université, ISTCT UMR6030, GIP CYCERON, Caen, France（卡昂诺曼底大学、CNRS、诺曼底大学、ISTCT UMR6030、GIP CYCERON、法国卡昂） 纠错

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

Comments 10 pages, 4 figures. Presented to the Deep Generative Models Workshop of MICCAI (DGM4MICCAI)

Journal ref Deep Generative Models. DGM4MICCAI 2025. Lecture Notes in Computer Science, vol 16128. Springer

Addressing Small and Imbalanced Medical Image Datasets Using Generative Models: A Comparative Study of DDPM and PGGANs with Random and Greedy K Sampling

Iman Khazrak, Shakhnoza Takhirova, Mostafa M. Rezaee, Mehrdad Yadollahi, Robert C. Green, Shuteng Niu

机构 * Department of Computer Science, Bowling Green State University（计算机科学系，布卢明顿州立大学） 纠错

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

Journal ref Artificial Intelligence and Applications, 2025

ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label Selection

Tao Wang, Xinlin Zhang, Zhenxuan Zhang, Yuanbo Zhou, Yuanbin Chen, Longxuan Zhao, Chaohui Xu, Shun Chen, Guang Yang, Tong Tong

机构 * college of physics and information engineering, University of Fuzhou University（物理与信息工程学院，福州大学） ； Fuzhou University Zhicheng College（福州大学智城学院） 纠错

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

Aligning What You Separate: Denoised Patch Mixing for Source-Free Domain Adaptation in Medical Image Segmentation

Quang-Khai Bui-Tran, Thanh-Huy Nguyen, Hoang-Thien Nguyen, Ba-Thinh Lam, Nguyen Lan Vi Vu, Phat K. Huynh, Ulas Bagci, Min Xu

机构 * 1 Carnegie Mellon University, PA, USA 2 PASSIO Lab, North Carolina A\&T State University, NC, USA 3 Ho Chi Minh University of Science, Vietnam 4 Ho Chi Minh University of Technology, Vietnam 5 Northwestern University, IL, USA 纠错

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

Comments 5 pages, 3 figures

Diverse Teaching and Label Propagation for Generic Semi-Supervised Medical Image Segmentation

Wei Li, Pengcheng Zhou, Linye Ma, Wenyi Zhao, Huihua Yang, Yuchen Guo

机构 * Beijing Information Science and Technology National Research Center (BNRIST), Tsinghua University（北京信息科学与技术国家级研究中（BNRIST）、清华大学） ； National University of Singapore College of Design and Engineering（新加坡国立大学设计与工程学院） ； The 15th Institute of China Electronics Technology Group Corporation（中国电子科技集团第十五研究所） ； School of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（北京邮电大学智能工程与自动化学院） 纠错

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

Comments Under Review

Physics-Inspired Gaussian Kolmogorov-Arnold Networks for X-ray Scatter Correction in Cone-Beam CT

Xu Jiang, Huiying Pan, Ligen Shi, Jianing Sun, Wenfeng Xu, Xing Zhao

机构 * School of Mathematical Sciences, Capital Normal University（首都师范大学数学学院） ； School of Mathematics and Statistics, Nanjing University of Information Science and Technology（南京信息工程大学数学与统计学院） ； College of Computer Science (College of Software), Inner Mongolia University（内蒙古大学计算机学院） 纠错

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

Comments 8 pages, 6 figures

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

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