A brief introduction to the four Normalizations

A brief introduction to Normalization


This article will briefly introduce the following four Normalizations:

  • Batch Norm
  • Layer Norm
  • Instance Norm
  • Group Norm

The specific diagram is as follows ( the diagram is from Brother Tongji Zihao at Station B ):
insert image description here


  • Batch Norm: Standardize a certain channel of N pictures (ie 1 batch) .
  • Layer Norm: Normalize all channels of an image .
  • Instance Norm: Standardize a channel of a picture .
  • Group Norm: Between Instance Norm and Layer Norm , standardize certain channels of a picture .

You're done! Finally, thank you for your study~

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Origin blog.csdn.net/weixin_43800577/article/details/124929870