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Foundation model for registering 2D samples? #17

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iyerkrithika21 opened this issue Jul 8, 2024 · 2 comments
Closed

Foundation model for registering 2D samples? #17

iyerkrithika21 opened this issue Jul 8, 2024 · 2 comments

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@iyerkrithika21
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iyerkrithika21 commented Jul 8, 2024

Do you have a foundation model (saved network weights) for registering 2D samples Or is there a way to predict the 2D deformation fields using the current model?

@iyerkrithika21 iyerkrithika21 changed the title Do you have a foundation model for registering 2D samples? Foundation model for registering 2D samples? Jul 8, 2024
@marcniethammer
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Sorry, no we currently don't.

One option to try could be to simply replicate the 2D slice in the z direction to create a fake 3D volume. Though I am not sure how well uniGradICON would work in this case (as it has never seen such data). If you try it I would be curious to know if this works.

@HastingsGreer
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Hi! While we don't have a foundation model for 2-D, we have worked on making training a custom 2-D model as easy as possible. The example at https://icon.readthedocs.io/en/master/register_fives.html trains in a few minutes on a free tier colab notebook.

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