WIP: Add label image registration. #742
Closed
+323
−4
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
@stnava , @cookpa --- I was going to send an email regarding this work but figured it would be easiest to put all the information in a possible pull request.
With the segmentation networks developed over at ANTsXNet, I've been leveraging that information for registration and I figured the functionality might be useful for the community. Basic usage takes respective sets of fixed and label images, converts them to sets of single label images and calculates the centers-of-mass of all the labels. Those centers-of-mass are used to quickly compute a linear transform using
ants.fit_transform_to_paired_points
. The single label images (and optional intensity images) are used as input to one of the antsRegistrationSyN* deformable-only calls. I've also been playing with this for masked lesion registration.Let me know if you have a problem with this pull request. Alternatively, I can put it over in ANTsPyNet.