… and classification to detect COVID-19 patients. Thirdly, we design … blockchain technology
with federated learning while preserving privacy. Additionally, we collected real-life COVID-19 …

… machines are used for effective feature extraction and classification to detect the COVID-19
among the different sources of publicly available heterogenous CT image datasets. …

… We introduce pre-training models in federated learning for training, which improves … robust
federated learning. Finally, we adopt blockchain to document the federated learning training …

… To enhance the privacy in federated COVID-19 data analytics, … blockchain-based FedGAN
framework for secure COVID-19 … for COVID-19 detection over the state-of-the-art schemes. …

… of federated learning systems, we present a blockchain-based trustworthy … of both federated
learning and blockchain systems are decentralised in nature. We chose COVID-19 detection …

… ) proposed a blockchain and FL-based deep learning model for COVID-19 detection where
… The framework experiments on real-life COVID-19 patient datasets using the Keras library …

… federated learning and blockchain. The proposed infrastructure has the potentials to enhance
the trust and authenticity of public media to disseminate COVID-19 … to detect COVID-19 pa…

… federated learning over the decentralized blockchain. To train the local model, we design
a capsule network based on segmentation and classification to detect the COVID-19 images. …

… on COVID-19 detection. In Section 3, we present a simple FL implementation with an exemplary
COVID-19 detection … Blockchain technology ensures the traceability of data which helps …

… uses federated learning paired with blockchain … a federated learning system based on
blockchain to train and share a collaborative platform. The hospital utilizes federated learning to …