One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis

13 July 2022

Salman Avestimehr

Papers citing "One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis"

24 / 24 papers shown

Title
Enhancing the Convergence of Federated Learning Aggregation Strategies with Limited Data Judith Sáinz-Pardo Díaz Á. García 31 0 0 28 Jan 2025
DenoMamba: A fused state-space model for low-dose CT denoising Şaban Öztürk Oğuz Can Duran Tolga Çukur Mamba MedIm 24 4 0 19 Sep 2024
From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare Ming Li Pengcheng Xu Junjie Hu Zeyu Tang Guang Yang FedML 40 1 0 15 Sep 2024
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation Nikolas Koutsoubis Yasin Yilmaz Ravi P. Ramachandran M. Schabath Ghulam Rasool 24 7 0 18 Jun 2024
I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling Omer F. Atli Bilal Kabas Fuat Arslan Mahmut Yurt Onat Dalmaz Tolga Çukur Mamba 27 13 0 22 May 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 21 0 0 22 Apr 2024
Improving Multi-Center Generalizability of GAN-Based Fat Suppression using Federated Learning Pranav Kulkarni Adway U. Kanhere Harshita Kukreja Vivian Zhang P. Yi Vishwa S. Parekh MedIm AI4CE 19 0 0 10 Apr 2024
Multimodal Federated Learning in Healthcare: a Review Jacob Thrasher Alina Devkota Prasiddha Siwakotai Rohit Chivukula Pranav Poudel Chaunbo Hu Binod Bhattarai P. Gyawali 26 7 0 14 Oct 2023
Adapting model-based deep learning to multiple acquisition conditions: Ada-MoDL Aniket Pramanik Sampada Bhave S. Sajib Samir D. Sharma M. Jacob AI4CE OOD 18 2 0 21 Apr 2023
Unified Multi-Modal Image Synthesis for Missing Modality Imputation Yue Zhang Chengtao Peng Qiuli Wang Dan Song Kaiyan Li S. Kevin Zhou MedIm 39 19 0 11 Apr 2023
Adaptive Diffusion Priors for Accelerated MRI Reconstruction Alper Gungor S. Dar cSaban Ozturk Yilmaz Korkmaz Gokberk Elmas Muzaffer Özbey Tolga cCukur DiffM MedIm 10 183 0 12 Jul 2022
BolT: Fused Window Transformers for fMRI Time Series Analysis H. Bedel Irmak Sivgin Onat Dalmaz S. Dar Tolga Çukur 40 54 0 23 May 2022
When do GANs replicate? On the choice of dataset size Qianli Feng Chen Guo Fabian Benitez-Quiroz Aleix M. Martinez 136 54 0 23 Feb 2022
FedMed-GAN: Federated Domain Translation on Unsupervised Cross-Modality Brain Image Synthesis Jinbao Wang Guoyang Xie Yawen Huang Yuexiang Li Yefeng Zheng Feng Zheng Yaochu Jin FedML MedIm 39 46 0 22 Jan 2022
Complex-valued deep learning with differential privacy Alexander Ziller Dmitrii Usynin Moritz Knolle Kerstin Hammernik Daniel Rueckert Georgios Kaissis 19 4 0 07 Oct 2021
Asynchronous Federated Learning on Heterogeneous Devices: A Survey Chenhao Xu Youyang Qu Yong Xiang Longxiang Gao FedML 89 236 0 09 Sep 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 167 410 0 14 Jul 2021
Federated Multi-View Learning for Private Medical Data Integration and Analysis Sicong Che Hao Peng Lichao Sun Yong Chen Lifang He FedML 51 40 0 04 May 2021
FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Longling Zhang Bochen Shen A. Barnawi Shan Xi Neeraj Kumar Yi Wu FedML MedIm 65 80 0 26 Apr 2021
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 180 832 0 01 Mar 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 168 770 0 15 Feb 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,690 0 18 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,191 0 21 Nov 2016