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bthyreau / hippodeep_pytorch

quick segmentation of the hippocampus from T1 MRI images. (pytorch version)
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How you segment the brain? #6

Open abbasomidi77 opened 1 year ago

abbasomidi77 commented 1 year ago

Hi guys, I see that in your new version, you produce a brain mask as well. I wonder what network/ backbone you are using for segmenting the brain, and if you mention it in your paper.

bthyreau commented 1 year ago

Hi, Thanks - Indeed, Hippodeep produces a brainmask as a side effect. Additionally, the mask works on many modalities beyond T1WI.

This is based on a small custom model that i designed for the particular purpose of robust and fast brain extraction (back in 2018, GPU were less widespread among regular users). I usually don't mention the details it in papers because I don't consider brain extraction in itself as a worthwhile research problem.

The dataset was made from a variety of heterogeneous brain data found on the internet, with heavily simulated alterations for robustness. Unfortunately, I think i lost the training code when moving from Theano to Pytorch

Note that the mask is computed at lower resolution, because it was intended to solve practical needs, rather than make a "pixel-perfect" mask