DL-Reg: A deep learning regularization technique using linear regression

Maryam Dialameh, Ali Hamzeh, Hossein Rahmani, Safoura Dialameh, Hyock Ju Kwon

Abstract: Highlights•Regularizing deep networks using a linear regression model.•Allowing supervised deep networks to be trained using the semi-supervised learning.•Increasing the performance of deep networks on the small-sized dataset.•Conducting extensive experiments to certify the significance of the proposed method.