医学 AI

When are radiology reports useful for training medical image classifiers?

Herman Bergström, Zhongqi Yue, Fredrik D. Johansson

机构 * Department of Computer Science & Engineering, Chalmers University of Technology and University of Gothenburg（计算机科学与工程系，楚姆勒斯技术大学和哥德堡大学） 纠错

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

Calibrated Self-supervised Vision Transformers Improve Intracranial Arterial Calcification Segmentation from Clinical CT Head Scans

Benjamin Jin, Grant Mair, Joanna M. Wardlaw, Maria del C. Valdés Hernández

机构 * Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK Neuroradiology, Department of Clinical Neurosciences, NHS Lothian, Edinburgh, UK UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK 纠错

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

Comments Accepted at the 3rd Data Engineering in Medical Imaging workshop @ MICCAI 2025

3D CT-Based Coronary Calcium Assessment: A Feature-Driven Machine Learning Framework

Ayman Abaid, Gianpiero Guidone, Sara Alsubai, Foziyah Alquahtani, Talha Iqbal, Ruth Sharif, Hesham Elzomor, Emiliano Bianchini, Naeif Almagal, Michael G. Madden, Faisal Sharif, Ihsan Ullah

机构 * Visual Intelligence Lab, School of Computer Science, University of Galway, Ireland（加拉维大学计算机科学学院视觉智能实验室） ； Data Science Institute, University of Galway, Ireland（加拉维大学数据科学研究所） ； Sharif Cardiovascular Research Group, University of Galway, Ireland（加拉维大学沙里夫心血管研究组） ； Department of Cardiology, Galway University Hospital, Galway, Ireland（加拉维大学医院心内科部门） ； CRFG, University of Galway, Galway, Ireland（加拉维大学CRFG研究中心） ； CURAM, University of Galway, Galway, Ireland（加拉维大学CURAM研究中心） ； Cardiology Department, NEOM Hospital, Saudi Arabia（沙特NEOM医院心内科部门） 纠错

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

Comments 11 pages, 2 Figures, MICCAI AMAI 2025 workshop, to be published in Volume 16206 of the Lecture Notes in Computer Science series

CT-Less Attenuation Correction Using Multiview Ensemble Conditional Diffusion Model on High-Resolution Uncorrected PET Images

Alexandre St-Georges, Gabriel Richard, Maxime Toussaint, Christian Thibaudeau, Etienne Auger, Étienne Croteau, Stephen Cunnane, Roger Lecomte, Jean-Baptiste Michaud

机构 * Department of Medical Imaging and Radiation Sciences（医学影像与放射科学系） ； Université de Sherbrooke（Sherbrooke大学） ； Sherbrooke Molecular Imaging Center（Sherbrooke分子影像中心） ； CRCHUS ； Nantes Université（Nantes大学） ； Laboratoire CRCI2NA, INSERM, CNRS（CRCI2NA实验室，INSERM，CNRS） ； Imaging Research and Technology (IR&T) Inc.（影像研究与技术公司） ； Research Center on Aging, Department of Medicine（衰老研究中心，医学系） ； Department of Electrical Engineering and Computer Engineering（电气工程与计算机工程系） 纠错

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

Comments This is a preprint and not the final version of this paper

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

GENRE-CMR: Generalizable Deep Learning for Diverse Multi-Domain Cardiac MRI Reconstruction

Kian Anvari Hamedani, Narges Razizadeh, Shahabedin Nabavi, Mohsen Ebrahimi Moghaddam

机构 * Faculty 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 ：MRI(title)；分类 cs.CV、eess.IV

Auto3DSeg for Brain Tumor Segmentation from 3D MRI in BraTS 2023 Challenge

Andriy Myronenko, Dong Yang, Yufan He, Daguang Xu

机构 * NVIDIA 纠错

专题命中 医学影像 ：MRI(title)；分类 cs.CV

Comments BraTS23 winner

MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation

T-Mai Bui, Fares Bougourzi, Fadi Dornaika, Vinh Truong Hoang

机构 * University of the Basque Country UPV/EHU（巴斯克大学UPV/EHU） ； Ho Chi Minh City Open University（胡志明市开放大学） 纠错

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

Machine Learning based Analysis for Radiomics Features Robustness in Real-World Deployment Scenarios

Sarmad Ahmad Khan, Simon Bernatz, Zahra Moslehi, Florian Buettner

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Photoacoustics on the go: An Embedded Photoacoustic Sensing Platform

Talia Xu, Caitlin Smith, Charles Lo, Jami Shepherd, Gijs van Soest, Marco Zuniga

专题命中 医学影像 ：MRI(abstract)

Multifaceted Accretion: The Interplay of Turbulence, Resistivity, Thermal Transport, and Dust around Black Holes

Asish Jyoti Boruah, Liza Devi, Biplob Sarkar

专题命中 医学影像 ：MRI(abstract)

Comments 11 pages, 0 figures, The manuscript will appear as a book chapter in the forthcoming book entitled "Advances in Physical Sciences: Theories, Applications, and Innovations"

PEARLS: NuSTAR and XMM-Newton Extragalactic Survey of the JWST North Ecliptic Pole Time-domain Field III

Ross Silver, Francesca Civano, Xiurui Zhao, Samantha Creech, Christopher N. A. Willmer, S. P. Willner, Rogier A. Windhorst, Haojing Yan, Anton M. Koekemoer, Rosalia O'Brien, Rafael Ortiz, Rolf A. Jansen, W. Peter Maksym, Nico Cappelluti, Francesca Fornasini, Timothy Carleton, Seth H. Cohen, Rachel Honor, Jake Summers, Jordan C. J. D'Silva, Sibasish Laha, Dan Coe, Christopher J. Conselice, Jose M. Diego, Simon P. Driver, Brenda Frye, Norman A. Grogin, Madeline A. Marshall, Nor Pirzkal, Aaron Robotham, Russell E. Ryan

专题命中 医学影像 ：CT(abstract)

Cross-Enhanced Multimodal Fusion of Eye-Tracking and Facial Features for Alzheimer's Disease Diagnosis

Yujie Nie, Jianzhang Ni, Yonglong Ye, Yuan-Ting Zhang, Yun Kwok Wing, Xiangqing Xu, Xin Ma, Lizhou Fan

机构 * School of Control Science and Engineering, Shandong University（控制科学与工程学院，山东大学） ； Engineering Research Center of Intelligent Unmanned System, Ministry of Education（智能无人机系统工程研究中心，教育部） ； Department of Psychiatry, The Chinese University of Hong Kong（心理学系，香港中文大学） ； Department of Electronic Engineering, The Chinese University of Hong Kong（电子工程系，香港中文大学） ； AICARE Lab, Guangdong Medical University（AICARE实验室，广东医科大学） ； Department of Neurology, Shandong University of Traditional Chinese Medicine Affiliated Hospital（神经内科，山东中医药大学附属医院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.CV、eess.IV

Comments 35 pages, 8 figures, and 7 tables

Fault Diagnosis across Heterogeneous Domains via Self-Adaptive Temporal-Spatial Attention and Sample Generation

Guangqiang Li, M. Amine Atoui, Xiangshun Li

机构 * School of Automation（自动化学院） ； The School of Information Technology（信息科技学院） ； Wuhan University of Technology（武汉理工大学） ； Halmstad University（哈马碧大学） 纠错

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

Comments 31 pages, 11 figures

Hammering the Diagnosis: Rowhammer-Induced Stealthy Trojan Attacks on ViT-Based Medical Imaging

Banafsheh Saber Latibari, Najmeh Nazari, Hossein Sayadi, Houman Homayoun, Abhijit Mahalanobis

机构 * Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA（亚利桑那大学电气与计算机工程系） ； Department of Electrical and Computer Engineering, University of California, Davis, CA, USA（加州大学戴维斯分校电气与计算机工程系） ； Department of Computer Engineering and Computer Science, California State University, Long Beach, Long Beach, CA, USA（加州州立大学-long beach分校计算机工程与科学系） 纠错

专题命中 诊断辅助 ：diagnosis(title)；medical image(abstract)

Comments Accepted, ICCD 2025

AI-Powered Early Detection of Critical Diseases using Image Processing and Audio Analysis

Manisha More, Kavya Bhand, Kaustubh Mukdam, Kavya Sharma, Manas Kawtikwar, Hridayansh Kaware, Prajwal Kavhar

机构 * Dept. of Computer Engineering（计算机工程系） ； Vishwakarma Institute of Technology（维斯瓦卡arma技术学院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV

Towards Real-Time Inference of Thin Liquid Film Thickness Profiles from Interference Patterns Using Vision Transformers

Gautam A. Viruthagiri, Arnuv Tandon, Gerald G. Fuller, Vinny Chandran Suja

机构 * John Marshall High School（约翰·马歇尔高中） ； Department of Computer Science, Stanford University（斯坦福大学计算机科学系） ； Department of Chemical Engineering, Stanford University（斯坦福大学化学工程系） ； School of Engineering and Applied Sciences, Harvard University（哈佛大学工程与应用科学学院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV

Comments 6 pages, 2 figures, will be updated

NeuroPathNet: Dynamic Path Trajectory Learning for Brain Functional Connectivity Analysis

Tianqi Guo, Liping Chen, Ciyuan Peng, Jingjing Zhou, Jing Ren

机构 * Sussex Artificial Intelligence Institute（Sussex人工智能研究所） ； Zhejiang GongShang University（浙江工商大学） ； School of Computing Technologies（计算技术学院） ； RMIT University（皇家墨尔本理工大学） ； Institute of Innovation, Science and Sustainability（创新、科学与可持续性研究所） ； Federation University Australia（澳大利亚联邦大学） ； School of Information and Electronic Engineering（信息与电子工程学院） 纠错

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

Standardization of Psychiatric Diagnoses -- Role of Fine-tuned LLM Consortium and OpenAI-gpt-oss Reasoning LLM Enabled Decision Support System

Eranga Bandara, Ross Gore, Atmaram Yarlagadda, Anita H. Clayton, Preston Samuel, Christopher K. Rhea, Sachin Shetty

机构 * Old Dominion University（旧 Dominion 大学） ； McDonald Army Health Center（麦克唐纳陆军医疗中心） ； Blanchfield Army Community Hospital（布兰奇菲尔德陆军社区医院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)

Automated Program Repair Based on REST API Specifications Using Large Language Models

Katsuki Yamagishi, Norihiro Yoshida, Erina Makihara, Katsuro Inoue

专题命中 诊断辅助 ：diagnosis(abstract)

Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation

Doanh C. Bui, Hoai Luan Pham, Vu Trung Duong Le, Tuan Hai Vu, Van Duy Tran, Khang Nguyen, Yasuhiko Nakashima

机构 * Nara Institute of Science and Technology（奈良科学技术大学） ； University of Information Technology, Ho Chi Minh city Vietnam National University（信息技术大学） 纠错

专题命中 病理影像 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV

Comments IEEE Access (2025)

Breast Cancer VLMs: Clinically Practical Vision-Language Train-Inference Models

Shunjie-Fabian Zheng, Hyeonjun Lee, Thijs Kooi, Ali Diba

机构 * Department of Medicine I, LMU University Hospital, LMU Munich, Germany（慕尼黑大学医学院第一医学部，LMU慕尼黑大学医院） ； Lunit Inc.（Lunit公司） 纠错

专题命中 病理影像 ：diagnosis(abstract,comments)；分类 cs.CV、cs.LG

Comments Accepted to Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop at ICCV 2025

An in-silico integration of neurodevelopmental and dopaminergic views of schizophrenia

Xena Al-Hejji, Santina Duarte, Jose Guillermo Gomez Castro, Edgar Bermudez Contreras, Eric Chalmers

专题命中 病理影像 ：pathology(abstract)；分类 q-bio

BioCoref: Benchmarking Biomedical Coreference Resolution with LLMs

Nourah M Salem, Elizabeth White, Michael Bada, Lawrence Hunter

机构 * Computational Bioscience Program University of Colorado Anschutz Medical Campus（科学生物学程序，科罗拉多大学安舒茨医学校区） ； Department of Pediatrics University of Chicago（儿科学系，芝加哥大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 cs.LG

GAPMAP: Mapping Scientific Knowledge Gaps in Biomedical Literature Using Large Language Models

Nourah M Salem, Elizabeth White, Michael Bada, Lawrence Hunter

机构 * University of Colorado, Anschutz（科罗拉多大学安舒茨分校） ； University of Chicago（芝加哥大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 cs.LG

Image-To-Mesh Conversion for Biomedical Simulations

Fotis Drakopoulos, Kevin Garner, Christopher Rector, Nikos Chrisochoides

专题命中 生物医学文本 ：biomedical(title)；medical image(abstract)

Comments 37 pages, 26 figures