FedMedICL: Towards Holistic Evaluation of Distribution Shifts in
Federated Medical Imaging

FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging

11 July 2024

Kumail Alhamoud

Motasem Alfarra

Thomas Hartvigsen

Philip H. S. Torr

Marzyeh Ghassemi

Papers citing "FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging"

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Title
Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources Siddhant Dutta Iago Leal de Freitas Pedro Maciel Xavier Claudio Miceli de Farias David E. Bernal Neira AI4CE FedML 68 0 0 23 Nov 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 25 2 0 25 Jan 2024
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 65 56 0 04 Oct 2022
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 96 178 0 20 Apr 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 213 338 0 17 Feb 2021