Improving Network Training on Resource-Constrained Devices via Habituation Normalization

As a technique for accelerating and stabilizing training, the batch normalization (BN) is widely used in deep learning. However, BN cannot effectively estimate the mean and the variance of samples when training/fine-tuning with small batches of data on resource-constrained devices. It will lead to a...

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Bibliographic Details
Main Authors: Huixia Lai, Lulu Zhang, Shi Zhang
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/22/24/9940