Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning

3 March 2021

Papers citing "Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning"

50 / 66 papers shown

Title
Federated Learning for Cyber Physical Systems: A Comprehensive Survey Minh K. Quan P. Pathirana M. Wijayasundara S. Setunge Dinh C. Nguyen Christopher G. Brinton David J. Love H. Vincent Poor AI4CE 51 0 0 08 May 2025
Text2CT: Towards 3D CT Volume Generation from Free-text Descriptions Using Diffusion Model Pengfei Guo Can Zhao Dong Yang Yufan He V. Nath ... Zongwei Zhou Benjamin D. Simon Stephanie Harmon B. Turkbey Daguang Xu DiffM MedIm 40 0 0 07 May 2025
Secure Generalization through Stochastic Bidirectional Parameter Updates Using Dual-Gradient Mechanism Shourya Goel Himanshi Tibrewal Anant Jain Anshul Pundhir Pravendra Singh FedML 48 0 0 03 Apr 2025
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation Siladittya Manna Suresh Das Sayantari Ghosh Saumik Bhattacharya FedML 43 0 0 30 Mar 2025
FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation Ziqiao Weng Weidong (Tom) Cai Bo Zhou 51 0 0 23 Mar 2025
DVG-Diffusion: Dual-View Guided Diffusion Model for CT Reconstruction from X-Rays Xing Xie Jiawei Liu Huijie Fan Zhi-Long Han Yandong Tang Liangqiong Qu DiffM MedIm 54 0 0 22 Mar 2025
HF-Fed: Hierarchical based customized Federated Learning Framework for X-Ray Imaging Tajamul Ashraf Tisha Madame 35 0 0 25 Jul 2024
Non-parametric regularization for class imbalance federated medical image classification Jeffry Wicaksana Zengqiang Yan Kwang-Ting Cheng FedML 26 0 0 17 Jul 2024
Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping Ziqing Fan Jiangchao Yao Ruipeng Zhang Lingjuan Lyu Ya-Qin Zhang Yanfeng Wang FedML 32 2 0 29 May 2024
Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization Ziqing Fan Shengchao Hu Jiangchao Yao Gang Niu Ya-Qin Zhang Masashi Sugiyama Yanfeng Wang FedML 44 11 0 29 May 2024
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography Jie Liu Yixiao Zhang Kang Wang Mehmet Can Yavuz Xiaoxi Chen ... Haoliang Li Yang Yang Alan L. Yuille Yucheng Tang Zongwei Zhou MedIm VLM 40 16 0 28 May 2024
Holistic Evaluation Metrics: Use Case Sensitive Evaluation Metrics for Federated Learning Yanli Li Jehad Ibrahim Huaming Chen Dong Yuan Kim-Kwang Raymond Choo 24 0 0 03 May 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 27 0 0 22 Apr 2024
Federated Learning via Input-Output Collaborative Distillation Xuan Gong Shanglin Li Yuxiang Bao Barry Yao Yawen Huang Ziyan Wu Baochang Zhang Yefeng Zheng David Doermann FedML 16 6 0 22 Dec 2023
PPIDSG: A Privacy-Preserving Image Distribution Sharing Scheme with GAN in Federated Learning Yuting Ma Yuanzhi Yao Xiaohua Xu FedML 16 4 0 16 Dec 2023
Handling Data Heterogeneity via Architectural Design for Federated Visual Recognition Sara Pieri Jose Renato Restom Samuel Horvath Hisham Cholakkal FedML 19 8 0 23 Oct 2023
Tackling Heterogeneity in Medical Federated learning via Vision Transformers Erfan Darzi Yiqing Shen Yangming Ou N. Sijtsema P. V. Ooijen MedIm FedML 21 0 0 13 Oct 2023
FAM: fast adaptive federated meta-learning Indrajeet Kumar Sinha Shekhar Verma Krishna Pratap Singh FedML 22 0 0 26 Aug 2023
Federated Learning for Computer Vision Yassine Himeur Iraklis Varlamis Hamza Kheddar Abbes Amira Shadi Atalla Yashbir Singh F. Bensaali W. Mansoor FedML 18 20 0 24 Aug 2023
Federated Pseudo Modality Generation for Incomplete Multi-Modal MRI Reconstruction Yu-bao Yan Chun-Mei Feng Yuexiang Li Rick Siow Mong Goh Lei Zhu MedIm 10 2 0 20 Aug 2023
SoK: Assessing the State of Applied Federated Machine Learning Tobias Müller Maximilian Stäbler Hugo Gascón Frank Köster Florian Matthes 21 0 0 03 Aug 2023
DRMC: A Generalist Model with Dynamic Routing for Multi-Center PET Image Synthesis Zhiwen Yang Yang Zhou Hui Zhang Bingzheng Wei Yubo Fan Yan Xu MedIm 25 3 0 11 Jul 2023
Self-Supervised MRI Reconstruction with Unrolled Diffusion Models Yilmaz Korkmaz Tolga Çukur V. Patel MedIm DiffM 33 51 0 29 Jun 2023
Federated Learning on Non-iid Data via Local and Global Distillation Xiaolin Zheng Senci Ying Fei Zheng Jianwei Yin Longfei Zheng Chaochao Chen Fengqin Dong FedML 29 6 0 26 Jun 2023
A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation Ronast Subedi Rebati Gaire Sharib Ali Anh Totti Nguyen Danail Stoyanov Binod Bhattarai OOD 16 2 0 14 Jun 2023
Federated Learning for Medical Image Analysis: A Survey Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 29 112 0 09 Jun 2023
Cross-Modal Vertical Federated Learning for MRI Reconstruction Yu-bao Yan Hong Wang Yawen Huang Nanjun He Lei Zhu Yuexiang Li Yong Xu Yefeng Zheng OOD FedML 17 23 0 05 Jun 2023
FACT: Federated Adversarial Cross Training Stefan Schrod Jonas Lippl Andreas Schäfer Michael Altenbuchinger FedML HILM 11 3 0 01 Jun 2023
FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring Jeffry Wicaksana Zengqiang Yan Kwang-Ting Cheng FedML 29 5 0 01 May 2023
Fair Federated Medical Image Segmentation via Client Contribution Estimation Meirui Jiang H. Roth Wenqi Li Dong Yang Can Zhao V. Nath Daguang Xu Qianming Dou Ziyue Xu FedML 23 47 0 29 Mar 2023
Learning Federated Visual Prompt in Null Space for MRI Reconstruction Chun-Mei Feng Bangjun Li Xinxing Xu Yong Liu H. Fu W. Zuo FedML 19 41 0 28 Mar 2023
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification Tianpeng Deng Yanqi Huang Guoqiang Han Zhenwei Shi Jiatai Lin Qianming Dou Zaiyi Liu Xiaohui Guo Xin Chen Chu Han FedML 42 6 0 24 Feb 2023
Federated attention consistent learning models for prostate cancer diagnosis and Gleason grading Fei Kong Xiyue Wang Jin-Peng Xiang Sen Yang Xinran Wang ... Xiao Han Yuhan Dong Biyue Zhu Fang Wang Yueping Liu MedIm 38 6 0 13 Feb 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 39 193 0 02 Jan 2023
FedSkip: Combatting Statistical Heterogeneity with Federated Skip Aggregation Ziqing Fan Yanfeng Wang Jiangchao Yao Lingjuan Lyu Ya-Qin Zhang Qinghua Tian FedML 19 20 0 14 Dec 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
Addressing Heterogeneity in Federated Learning via Distributional Transformation Haolin Yuan Bo Hui Yuchen Yang Philippe Burlina Neil Zhenqiang Gong Yinzhi Cao FedML OOD 32 13 0 26 Oct 2022
Federated Learning with Privacy-Preserving Ensemble Attention Distillation Xuan Gong Liangchen Song Rishi Vedula Abhishek Sharma Meng Zheng ... Arun Innanje Terrence Chen Junsong Yuan David Doermann Ziyan Wu FedML 15 27 0 16 Oct 2022
FedGraph: an Aggregation Method from Graph Perspective Zhifang Deng Xiaohong Huang Dandan Li Xueguang Yuan FedML 22 0 0 06 Oct 2022
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Onat Dalmaz Muhammad Usama Mirza Gokberk Elmas Muzaffer Özbey S. Dar Emir Ceyani Salman Avestimehr Tolga cCukur MedIm 25 39 0 13 Jul 2022
Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI Reconstruction Jiangpeng Yan Chen-Ping Yu Hanbo Chen Zhe Xu Junzhou Huang Xiu Li Jianhua Yao 17 0 0 15 Jun 2022
Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Ziyuan Yang Wenjun Xia Zexin Lu Yingyu Chen Xiaoxia Li Yi Zhang FedML OOD 13 28 0 08 Jun 2022
FedNoiL: A Simple Two-Level Sampling Method for Federated Learning with Noisy Labels Zhuowei Wang Tianyi Zhou Guodong Long Bo Han Jing Jiang FedML 27 19 0 20 May 2022
SAN-Net: Learning Generalization to Unseen Sites for Stroke Lesion Segmentation with Self-Adaptive Normalization Weiyi Yu Zhizhong Huang Junping Zhang Hongming Shan OOD MedIm 13 26 0 09 May 2022
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation Jeffry Wicaksana Zengqiang Yan Dong Zhang Xijie Huang Huimin Wu Xin Yang Kwang-Ting Cheng FedML 27 49 0 04 May 2022
MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning Dongnan Liu Mariano Cabezas Dongang Wang Zihao Tang Lei Bai ... Fernando Calamante Michael Barnett Wanli Ouyang Weidong (Tom) Cai Chenyu Wang FedML 17 4 0 03 May 2022
Analysing the Influence of Attack Configurations on the Reconstruction of Medical Images in Federated Learning M. Dahlgaard Morten Wehlast Jorgensen N. Fuglsang Hiba Nassar FedML AAML 28 2 0 25 Apr 2022
CD $^2$ -pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning Yiqing Shen Yuyin Zhou Lequan Yu OOD 11 55 0 08 Apr 2022
Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers Jiahao Huang Yingying Fang Yang Nan Huanjun Wu Yinzhe Wu ... Zidong Wang Pietro Lio' Daniel Rueckert Yonina C. Eldar Guang Yang OOD MedIm 31 3 0 01 Apr 2022
FedVLN: Privacy-preserving Federated Vision-and-Language Navigation Kaiwen Zhou X. Wang FedML 18 8 0 28 Mar 2022