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Applying Train-Time and Test-Time Image Augmentations

The previous chapter introduced the existing augmentation and transformation classes Detectron2 offers. This chapter introduces the steps to apply these existing classes to training. Additionally, Detectron2 offers many image augmentation classes. However, they all work on annotations from a single input at a time, while modern techniques may need to combine annotations from different inputs while creating custom augmentations. Therefore, this chapter also provides the foundation for Detectron2’s data loader component. Understanding this component helps explain how to apply existing image augmentations and modify existing codes to implement custom techniques that need to load data from ...

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