Publications by authors named "Amer Kareem"
A Privacy-Preserving Approach to Effectively Utilize Distributed Data for Malaria Image Detection.
Bioengineering (Basel)
March 2024
Article Synopsis
- * The research proposes using federated learning (FL) to enhance collaborative machine learning without sharing sensitive medical data, utilizing models like ResNet-50 and DenseNet on a malaria dataset of 27,560 images.
- * Results indicate that DenseNet outperforms ResNet-50 in accuracy, achieving 75% compared to 72%, and highlights the benefits of FL in improving model performance while preserving data privacy and adhering to GDPR regulations.