医学 AI

Decoding Federated Learning: The FedNAM+ Conformal Revolution

Sree Bhargavi Balija, Amitash Nanda, Debashis Sahoo

机构 * UC San Diego（加州大学圣地亚哥分校） ； ECE（电子工程系） ； CSE（计算机科学与工程系） 纠错

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、cs.LG

DRIMV_TSK: An Interpretable Surgical Evaluation Model for Incomplete Multi-View Rectal Cancer Data

Wei Zhang, Zi Wang, Hanwen Zhou, Zhaohong Deng, Weiping Ding, Yuxi Ge, Te Zhang, Yuanpeng Zhang, Kup-Sze Choi, Shitong Wang, Shudong Hu

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV、cs.LG

Shadow defense against gradient inversion attack in federated learning

Le Jiang, Liyan Ma, Guang Yang

机构 * Bioengineering Department, Imperial College London, London W12 0BZ, UK ； School of Computer Engineering ； Science, Shanghai university, Shanghai 200444, China ； Bioengineering Department ； Imperial-X, Imperial College London, London W12 7SL, UK ； Lung Institute, Imperial College London, London SW7 2AZ, UK ； Cardiovascular Research Centre, Royal Brompton Hospital, London SW3 6NP, UK ； School of Biomedical Engineering \& Imaging Sciences, King's College London, London WC2R 2LS, UK 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation

Haolong Jin, Shenglin Liu, Cong Cong, Qingmin Feng, Yongzhi Liu, Lina Huang, Yingzi Hu

机构 * Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院） ； Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University（澳大利亚健康创新研究所健康信息中心，麦觉大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2025

Towards a deep learning approach for classifying treatment response in glioblastomas

Ana Matoso, Catarina Passarinho, Marta P. Loureiro, José Maria Moreira, Patrícia Figueiredo, Rita G. Nunes

机构 * Institute for Systems and Robotics - Lisbon and Department of Bioengineering of Instituto Superior Técnico（系统与机器人研究所 - 里斯本及 Instituto Superior Técnico 生物工程系） ； Hospital da Luz Learning Health（Luz医院学习健康中心） ； Imaging Department, Hospital da Luz（Luz医院影像部门） 纠错

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV、eess.IV

Modulated differentiable STFT and balanced spectrum metric for freight train wheelset bearing cross-machine transfer monitoring under speed fluctuations

Chao He, Hongmei Shi, Ruixin Li, Jianbo Li, ZuJun Yu

机构 * State Key Laboratory of Advanced Rail Autonomous Operation（先进轨道交通自主运行状态重点实验室） ； Beijing Jiaotong University（北京交通大学） ； School of Mechanical, Electronic and Control Engineering（机械电子控制工程学院） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments This manuscript has been accepted and published by Advanced Engineering Informatics. Revised the title of the manuscript

Journal ref Advanced Engineering Informatics 62 (2024) 102568

Federated learning in low-resource settings: A chest imaging study in Africa -- Challenges and lessons learned

Jorge Fabila, Lidia Garrucho, Víctor M. Campello, Carlos Martín-Isla, Karim Lekadir

机构 * Dept. de Matemàtiques i Informàtica Universitat de Barcelona（巴塞罗那大学数学与计算机系） ； Universitat de Barcelona（巴塞罗那大学） ； Institució Catalana de Recerca i Estudis Avançats (ICREA)（加泰罗尼亚高级研究与教育研究所） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.IV

ReXGradient-160K: A Large-Scale Publicly Available Dataset of Chest Radiographs with Free-text Reports

Xiaoman Zhang, Julián N. Acosta, Josh Miller, Ouwen Huang, Pranav Rajpurkar

机构 * Harvard Medical School（哈佛医学院） ； Gradient Health ； Department of Statistical Science, Duke University（杜克大学统计科学系） ； Laplace Institute（Laplace研究所） 纠错

专题命中 医学数据与评测 ：radiology(abstract)；分类 cs.CV、eess.IV

A Temporal Convolutional Network-Based Approach and a Benchmark Dataset for Colonoscopy Video Temporal Segmentation

Carlo Biffi, Giorgio Roffo, Pietro Salvagnini, Andrea Cherubini

机构 * Cosmo Intelligent Medical Devices ； University of Milano–Bicocca（米兰-布西亚大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comparative clinical evaluation of "memory-efficient" synthetic 3d generative adversarial networks (gan) head-to-head to state of art: results on computed tomography of the chest

Mahshid Shiri, Chandra Bortolotto, Alessandro Bruno, Alessio Consonni, Daniela Maria Grasso, Leonardo Brizzi, Daniele Loiacono, Lorenzo Preda

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

Comments Accpeted to Journal of Imaging Informatics in Medicine

Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement

Md Bayazid Hossain, Md Anwarul Islam Himel, Md Abdur Rahim, Shabbir Mahmood, Abu Saleh Musa Miah, Jungpil Shin

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.SP

Personalized Federated Training of Diffusion Models with Privacy Guarantees

Kumar Kshitij Patel, Weitong Zhang, Lingxiao Wang

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.CV、cs.LG

Comments 18 pages, 4 figures

Dataset Distillation in Medical Imaging: A Feasibility Study

Muyang Li, Can Cui, Quan Liu, Ruining Deng, Tianyuan Yao, Marilyn Lionts, Yuankai Huo

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis

Yipu Zhang, Likai Wang, Kuan-Jui Su, Aiying Zhang, Hao Zhu, Xiaowen Liu, Hui Shen, Vince D. Calhoun, Yuping Wang, Hongwen Deng

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.IV

Comments 34pages, 13 figures

Marker Track: Accurate Fiducial Marker Tracking for Evaluation of Residual Motions During Breath-Hold Radiotherapy

Aimee Guo, Weihua Mao

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、eess.IV

Comments 14 pages, 9 figures, Regeneron STS 2025 project. Project page: https://sites.google.com/view/markertrack?usp=sharing

IPMN Risk Assessment under Federated Learning Paradigm

Hongyi Pan, Ziliang Hong, Gorkem Durak, Elif Keles, Halil Ertugrul Aktas, Yavuz Taktak, Alpay Medetalibeyoglu, Zheyuan Zhang, Yury Velichko, Concetto Spampinato, Ivo Schoots, Marco J. Bruno, Pallavi Tiwari, Candice Bolan, Tamas Gonda, Frank Miller, Rajesh N. Keswani, Michael B. Wallace, Ziyue Xu, Ulas Bagci

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.LG、eess.IV

Comments This paper has been accepted to ISBI 2025

Automatic rating of incomplete hippocampal inversions evaluated across multiple cohorts

Lisa Hemforth, Baptiste Couvy-Duchesne, Kevin De Matos, Camille Brianceau, Matthieu Joulot, Tobias Banaschewski, Arun L. W. Bokde, Sylvane Desrivières, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Dimitri Papadopoulos, Herve Lemaitre, Tomas Paus, Luise Poustka, Sarah Hohmann, Nathalie Holz, Juliane H. Fröhner, Michael N. Smolka, Nilakshi Vaidya, Henrik Walter, Robert Whelan, Gunter Schumann, Christian Büchel, JB Poline, Bernd Itterman, Vincent Frouin, Alexandre Martin, IMAGEN study group, Claire Cury, Olivier Colliot

专题命中 医学数据与评测 ：biomedical(comments,journal_ref)；分类 cs.CV、cs.LG、q-bio

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:016

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

Aneumo: A Large-Scale Comprehensive Synthetic Dataset of Aneurysm Hemodynamics

Xigui Li, Yuanye Zhou, Feiyang Xiao, Xin Guo, Yichi Zhang, Chen Jiang, Jianchao Ge, Xiansheng Wang, Qimeng Wang, Taiwei Zhang, Chensen Lin, Yuan Cheng, Yuan Qi

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Improve Myocardial Strain Estimation based on Deformable Groupwise Registration with a Locally Low-Rank Dissimilarity Metric

Haiyang Chen, Juan Gao, Zhuo Chen, Chenhao Gao, Sirui Huo, Meng Jiang, Jun Pu, Chenxi Hu

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV、eess.IV

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation

Jonggyu Jang, Hyeonsu Lyu, David J. Love, Hyun Jong Yang

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.LG、eess.SP

Comments 13 pages

FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning

Pramit Saha, Divyanshu Mishra, Felix Wagner, Konstantinos Kamnitsas, J. Alison Noble

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments Accepted for publication in AAAI 2025 (Main Track)

FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning

Minjun Kim, Minjee Kim, Jinhoon Jeong

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

COMPILED: Deep Metric Learning for Defect Classification of Threaded Pipe Connections using Multichannel Partially Observed Functional Data

Juan Du, Yukun Xie, Chen Zhang

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments Submitted version to IISE Transactions

Classification of Keratitis from Eye Corneal Photographs using Deep Learning

Maria Miguel Beirão, João Matos, Tiago Gonçalves, Camila Kase, Luis Filipe Nakayama, Denise de Freitas, Jaime S. Cardoso

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 6 pages; Accepted at IEEE's International Conference on Bioinformatics and Biomedicine (2024)

FedCVD: The First Real-World Federated Learning Benchmark on Cardiovascular Disease Data

Yukun Zhang, Guanzhong Chen, Zenglin Xu, Jianyong Wang, Dun Zeng, Junfan Li, Jinghua Wang, Yuan Qi, Irwin King

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments 10 pages, 4 figures

ViT Enhanced Privacy-Preserving Secure Medical Data Sharing and Classification

Al Amin, Kamrul Hasan, Sharif Ullah, M. Shamim Hossain

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments 2 pages, 2 figures

CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models

Peng Xia, Ze Chen, Juanxi Tian, Yangrui Gong, Ruibo Hou, Yue Xu, Zhenbang Wu, Zhiyuan Fan, Yiyang Zhou, Kangyu Zhu, Wenhao Zheng, Zhaoyang Wang, Xiao Wang, Xuchao Zhang, Chetan Bansal, Marc Niethammer, Junzhou Huang, Hongtu Zhu, Yun Li, Jimeng Sun, Zongyuan Ge, Gang Li, James Zou, Huaxiu Yao

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments NeurIPS 2024 Datasets and Benchmarks Track

Learning Global and Local Features of Normal Brain Anatomy for Unsupervised Abnormality Detection

Kazuma Kobayashi, Ryuichiro Hataya, Yusuke Kurose, Amina Bolatkan, Mototaka Miyake, Hirokazu Watanabe, Masamichi Takahashi, Jun Itami, Tatsuya Harada, Ryuji Hamamoto

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

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

CardiacNet: Learning to Reconstruct Abnormalities for Cardiac Disease Assessment from Echocardiogram Videos

Jiewen Yang, Yiqun Lin, Bin Pu, Jiarong Guo, Xiaowei Xu, Xiaomeng Li

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Paper Accepted by ECCV 2024 with Oral Presentation

Privacy-Preserving and Trustworthy Deep Learning for Medical Imaging

Kiarash Sedghighadikolaei, Attila A Yavuz

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

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