Bio-Rollup: a new privacy protection solution for biometrics based on two-layer scalability-focused blockchain.

ABSTRACT: The increased use of artificial intelligence generated content (AIGC) among vast user populations has heightened the risk of private data leaks. Effective auditing and regulation remain challenging, further compounding the risks associated with the leaks involving model parameters and user data. Blockchain technology, renowned for its decentralized consensus mechanism and tamper-resistant properties, is emerging as an ideal tool for documenting, auditing, and analyzing the behaviors of all stakeholders in machine learning as a service (MLaaS). This study centers on biometric recognition systems, addressing pressing privacy and security concerns through innovative endeavors. We conducted experiments to analyze six distinct deep neural networks, leveraging a dataset quality metric grounded i

SUBMITTER: Yun J 

PROVIDER: S-EPMC11419648 | biostudies-literature | 2024

REPOSITORIES: biostudies-literature