What is the best tool to augment DOTA like custom dataset?

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My dataset is annotated using rotated bounding box annotation tool having (x1y1 x2y2 x3y3 x4y4 class category) is label format (same as DOTA).

My data directory contains:

  1. images
  2. train (txt labels)
  3. val (txt labels)
  4. test (txt labels)

I want to augment training folder along with annotations. What is the best tool/library that can help me achieve this?

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Amith A G On

you can use the imgaug library in Python.it is powerful library for image augmentation, including support for bounding box transformations. documentation:https://imgaug.readthedocs.io/en/latest/