Comparison of Batch, Layer, Instance and Group Normalization

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* Comparison of Batch Normalization, Layer Normalization, Instance Normalization and Group Normalization on a Convolutional Layer output

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References

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Sergey Ioffe, Christian Szegedy
https://arxiv.org/abs/1502.03167

Layer Normalization
Jimmy Lei Ba, Jamie Ryan Kiros, Geoffrey E. Hinton
https://arxiv.org/abs/1607.06450

Instance Normalization: The Missing Ingredient for Fast Stylization
Dmitry Ulyanov, Andrea Vedaldi, Victor Lempitsky
https://arxiv.org/abs/1607.08022

Group Normalization
Yuxin Wu, Kaiming He
https://arxiv.org/abs/1803.08494

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Видео Comparison of Batch, Layer, Instance and Group Normalization канала Computer Vision with Hüseyin Özdemir