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Glossary: Computer Vision Beyond the Basics

Feature extraction

Also written: frozen backbone, freezing

Keeping pretrained layers frozen (not updated) and training only the new head. For a detector this means setting `trainable_backbone_layers=0` so the backbone stays fixed, which makes training feasible on a CPU.

Where the book teaches it

Related terms

Fine-tuningFrozenBatchNorm