A comprehensive review on federated learning based models for healthcare applications

S Sharma, K Guleria - Artificial Intelligence in Medicine, 2023 - Elsevier
A disease is an abnormal condition that negatively impacts the functioning of the human
body. Pathology determines the causes behind the disease and identifies its development …

Fair evaluation of federated learning algorithms for automated breast density classification: The results of the 2022 ACR-NCI-NVIDIA federated learning challenge

K Schmidt, B Bearce, K Chang, L Coombs… - Medical Image …, 2024 - Elsevier
The correct interpretation of breast density is important in the assessment of breast cancer
risk. AI has been shown capable of accurately predicting breast density, however, due to the …

Deep Learning for Healthcare: A Web-Microservices System Ready for Chest Pathology Detection

S Quevedo, H Behzadi-Khormouji… - World Conference on …, 2024 - Springer
The automation of medical diagnosis has accelerated thanks to the integration of artificial
intelligence (AI), particularly in interpreting pathologies in chest X-rays. This study presents a …