PRIME-RE / prime-re.github.io

Open resource exchange platform for non-human primate neuroimaging
https://prime-re.github.io
MIT License
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<UNet model for skull stripping and brain masks of PRIME-DE> #14

Closed TingsterX closed 4 years ago

TingsterX commented 4 years ago

Resource info table

Name UNet model for skull stripping and brain masks of anatomical images from PRIME-DE
Authors Xindi Wang, Ting Xu
Description The preprocessed brain masks of T1w images for all macaque monkeys from PRIME-DE. A convolutional network - UNet model was used to generate the brain mask for T1w images. The UNet model was initially trained in a large human sample and upgraded with a few macaque data. With a small macaque training sample (N=1-2), the UNet model achieves a decent performance of brain extraction with a minimal processing time (GPU: ~20s, CPU: 2-10 min).
Documentation UNet model on PRIME-DE
Link UNet model, code, preprocessed brain masks
Language python
Publication In prepartion
Communication GitHub repo: email: ting.xu @childmind.org
Restrictions GNU
Category Brain extraction tool, preprocessed data
pcklink commented 4 years ago

Thanks Ting! I added it to the structural pipelines for now, but maybe we need to revise our categories at some point...