PSGU: Parametric self-circulation gating unit for deep neural networks

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Zhengze Li, Xiaoyuan Yang, Kangqing Shen, Fazhen Jiang, Jin Jiang, Huwei Ren, Yixiao Li

Published: 01 Jan 2021, Last Modified: 02 Oct 2024J. Vis. Commun. Image Represent. 2021EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Parametric Self-circulation Gating Unit is proposed for deep neural networks.•Self-circulation gating property evaluates capacity of information circulation.•The strategy of weight initialization for PSGU helps the network to converge.