Honda Motor Co., Ltd.
NODE PRUNING DEVICE, NODE PRUNING METHOD, AND STORAGE MEDIUM

Abstract:

A node pruning device for a network model in which a plurality of layers are continuously connected includes: a node activation section configured to select a node to be pruned on the basis of a score function that represents importance of a node; an inter-layer pairing section configured to prune an input connected to a node pruned at an output of a previous layer; a bypass setting section configured to provide a bypass connection between an input and an output of a layer and not to prune the bypass connection; and a pruning execution section configured to prune the nodes with the same pruning rate for each layer.