A novel companion objective function for regularization of deep convolutional neural networks

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Weichen Sun, Fei Su

Published: 2017, Last Modified: 13 Nov 2024Image Vis. Comput. 2017EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A novel companion objective function for training deep CNNs is proposed.•We proposed two kinds of auxiliary supervision for deep CNNs.•Auxiliary classifiers for hidden layers play a role as regularization.•The companion objective function is compatible with other regularization strategies.