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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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Detalles Bibliográficos
Autores principales: Lai, Huixia, Zhang, Lulu, Zhang, Shi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9783687/
https://www.ncbi.nlm.nih.gov/pubmed/36560310
http://dx.doi.org/10.3390/s22249940