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ANTsX / ANTsRNet

Medical image analysis framework merging ANTsR and deep learning
Apache License 2.0
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ANTsRNet/ANTsPyNet approaches to image registration #55

Closed hegde00 closed 2 years ago

hegde00 commented 2 years ago

Hi NIck,

I'm trying to register images of non-brain bodily structures. ANTsR routines work rather well in my hands for this purpose, but not great. So I was wondering if deep learning-based (i.e., written in ANTsRNet/ANTsPyNet) solutions to image registration exist.

I see that others have reported good success using FlowNet/FlowReg architectures implemented on non-ANTsX platforms. Some studies (e.g., Mocanu et al, 2021) even report that variations of FlowReg outperform ANTs. So I figured perhaps you and/or others have come up with ANTsRNet/ANTsPyNet DNNs that outperform FlowReg.

Best, Jay

ntustison commented 2 years ago

We haven’t prioritized deep learning approaches for image registration so we don’t have anything to offer in ANTsXNet.

hegde00 commented 2 years ago

OK Nick, thank you very much for letting me know.