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Project-MONAI / MONAI

AI Toolkit for Healthcare Imaging
https://monai.io/
Apache License 2.0
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Auto augmentation methods #6453

Closed hreso110100 closed 10 months ago

hreso110100 commented 1 year ago

Is your feature request related to a problem? Please describe. I recently discoved auto augmentation methods for regular images in pytorch/torchvision docs (e.g. https://pytorch.org/vision/main/generated/torchvision.transforms.AutoAugment.html), but I found out that it is very hard to apply these methods in MONAI/medical domain due to implementation restrictions.

Describe the solution you'd like Due to this problem I started to reimplement these methods to be compatible with MONAI ecosystem (recently I have finished TrivialAugment to be applicable for 3D medical images )

Describe alternatives you've considered At first I tried to use original implementation but it is restricted to 2D images (sometimes even only to RGB images), which is obviously not desired.

Additional context I would like to submit my reimplementation to MONAI, so others will be able to use it as well.

wyli commented 1 year ago

thank you, please feel free to create PRs (https://github.com/Project-MONAI/MONAI/blob/dev/CONTRIBUTING.md), preferably implementing this using only pytorch and monai APIs would make it easy to maintain for the core dev team.

hreso110100 commented 1 year ago

Thank you I will do my best.

vikashg commented 10 months ago

closing because of inactivity @hreso110100 reopen if needed.