Albumentations is the way to go. I really like this library and I think you will too!
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Image stolen from this awesome article:
https://medium.com/pytorch/multi-target-in-albumentations-16a777e9006e
Timestamps:
0:00 - Introduction
1:21 - Augmentation for Classification
9:11 - Augmentation for Segmentation
11:55 - Augmentation for Detection
21:35 - Full PyTorch Example
31:05 - Ending