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Resampling / Spacing enhancements #3844

@myron

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@myron

https://docs.monai.io/en/stable/transforms.html?highlight=spacing#spacing

Current transform to resample to the desired resolution always resamples even if the data is already at (almost) the desired resolution. Since the augmentation transforms (zoom, rotation, etc) will resample the data again, it would be advantageous to skip the Spacing transform if the current image resolution is already "close" to the desired resolution.

E.g if the desired resolution is 0.8x0.8x2.5, and the image resolution is 0.7x0.7x.2,5 then skip "Spacing". Perhaps we can have a parameter to enable it. This will save time during training, and won't produce interpolation artifacts when it's not necessary.

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