Federated-Cloud Based Deep Neural Networks with Privacy Preserving Image Filtering Techniques

• Published in: 2019 IEEE Conference on Dependable and Secure Computing (DSC) pp. 1 - 8
• Main Authors: Choi, Isabelle, Song, Qiyang, Sun, Kun
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.11.2019
• Subjects: Cloud computing; Computational modeling; Data privacy; Deep Neural Network; Distortion; Federated Learning; Image filtering; Measurement; Privacy Protection; Training

Training Deep Neural Network (DNN) models often require significant computational resources due to the large dataset sizes and a huge number of parameters to be optimized. A cloud-based approach may be utilized to accommodate such resource needs with flexibility and efficiency. But, protecting data...