3D Normalization Explorer
Geometric intuition for Batch, Layer, Instance, and Group Normalization.
RAW TENSOR
Rotate the block (click & drag) to view across Batch (Z), Channels (Y), and Features (X).
Controls
Tensor Dimensions
4
4
6
Data Distribution
μ ≈ -0.74σ² ≈ 4.17
-4.00.0+4.0
Simple Intuition
Batch Normalization looks at one single Feature/Channel at a time, but averages it across every single example in your Batch. It ensures that specific feature is balanced across your dataset slice.