Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy
Staging

Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy Staging

23 March 2023

Meng Wang

Rick Siow Mong Goh

Papers citing "Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy Staging"

4 / 4 papers shown

Title
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 31 80 0 05 Oct 2022
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 168 790 0 15 Feb 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015