Blockchain meets federated learning in healthcare: A systematic review with challenges and opportunities

R Myrzashova, SH Alsamhi… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Recently, innovations in the Internet of Medical Things (IoMT), information and
communication technologies, and machine learning (ML) have enabled smart healthcare …

A systematic review of deep learning-based cervical cytology screening: from cell identification to whole slide image analysis

P Jiang, X Li, H Shen, Y Chen, L Wang, H Chen… - Artificial Intelligence …, 2023 - Springer
Cervical cancer is one of the most common cancers in daily life. Early detection and
diagnosis can effectively help facilitate subsequent clinical treatment and management. With …

Blockchain-based two-stage federated learning with non-IID data in IoMT system

Z Lian, Q Zeng, W Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The Internet of Medical Things (IoMT) has a bright future with the development of smart
mobile devices. Information technology is also leading changes in the healthcare industry …

Blockchain-based federated learning with secure aggregation in trusted execution environment for internet-of-things

AP Kalapaaking, I Khalil, MS Rahman… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
This article proposes a blockchain-based federated learning (FL) framework with Intel
Software Guard Extension (SGX)-based trusted execution environment (TEE) to securely …

Secure IoMT for disease prediction empowered with transfer learning in healthcare 5.0, the concept and case study

TA Khan, A Fatima, T Shahzad, K Alissa… - IEEE …, 2023 - ieeexplore.ieee.org
Identifying human diseases remains a difficult process, even in the age of advanced
information technology and the smart healthcare industry 5.0. In the smart healthcare …

On the physical layer security of federated learning based IoMT networks

J Ahmed, TN Nguyen, B Ali, MA Javed… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Internet of Medical Things (IoMT) connects different medical devices, health sensors and
hospital records to data platforms using wireless communications. Federated Learning (FL) …

Trustworthy privacy-preserving hierarchical ensemble and federated learning in healthcare 4.0 with blockchain

V Stephanie, I Khalil, M Atiquzzaman… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The advancement of internet and communication technologies has led to the era of Industry
4.0. This shift is followed by healthcare industries creating the term Healthcare 4.0. In …

MedRSS: A blockchain-based scheme for secure storage and sharing of medical records

Z Sun, D Han, D Li, TH Weng, KC Li, X Mei - Computers & Industrial …, 2023 - Elsevier
Due to the rapid advance of Healthcare Information Technology (HIT), the amount of medical
data has increased dramatically and highly demands correct and secure storage and …

Fed-inforce-fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks

IA Khan, I Razzak, D Pi, N Khan, Y Hussain, B Li… - Information …, 2024 - Elsevier
Abstract Internet of Medical Things (IoMT) has emerged as a combination of sensors,
healthcare devices, and Internet of Things (IoT) to deliver better and intelligent healthcare …

A systematic survey of driving fatigue monitoring

Z Zhang, H Ning, F Zhou - IEEE transactions on intelligent …, 2022 - ieeexplore.ieee.org
The appearance of fatigue is not conducive to driving activities because this state can affect
driving performance and even cause life-threatening consequences. To reduce various …