Neural-network building blocks · MLD-0563
Instance normalization
Normalizing each example and channel over spatial positions.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Use normalization in image-style transfer.
Original caveat
It can remove information useful for some recognition tasks.
Context and aliases
Level: Intermediate. Stages: Training · Inference · Theory.
Tags: DL · SLM · LLM · Vision · NLP.
Aliases: InstanceNorm.
Related concepts
Original references
- Deep Learning: online textbook ↗ · Consulted
- PyTorch neural-network layers ↗ · Reference link
- PyTorch documentation ↗ · Reference link
- Original reference URL ↗