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tybrad11 avatar tybrad11 commented on July 3, 2024 4

I second the need to apply the same transform to an array of images.

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ashawkey avatar ashawkey commented on July 3, 2024 3

@DecentMakeover
I wrote a simple 3D data augmentation package here inspired by albumentations and batchgenerators, maybe you will find it helpful.

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ekurtulus avatar ekurtulus commented on July 3, 2024 1

Yes, volumetric semantic segmentations require extensive data augmentation. It would be nice if 3D volumetric data augmentation is supported.

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albu avatar albu commented on July 3, 2024

Hi, I believe currently this feature is not supported

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 avatar commented on July 3, 2024

Can we rehape 3D volumes and apply this library then reshape it back?

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ternaus avatar ternaus commented on July 3, 2024

I believe some transformations may be supported in a hackish way, like split the volume into the separate images, apply the same transform to each of them and combine them back.

In this commit ffe8bdf @albu added functionality that should make it possible.

But we did not check how will it work for the 3D volumes.

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DecentMakeover avatar DecentMakeover commented on July 3, 2024

@verdoganai Hi , How did you manage to augment your 3d data?

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DecentMakeover avatar DecentMakeover commented on July 3, 2024

@ashawkey Amazing, Did it improve your results ?

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ashawkey avatar ashawkey commented on July 3, 2024

@DecentMakeover Yes, but I'm new to 3D data and there maybe lots of things to test.

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Khoa-NT avatar Khoa-NT commented on July 3, 2024

Please support 3D data augmentation.

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