createSysuMediaUnetModel2D: Implementation of the sysu_media U-net architecture

In ANTsX/ANTsRNet: Neural Networks for Medical Image Processing

Implementation of the sysu_media U-net architecture

Description

Creates a keras model implementation of the u-net architecture in the 2017 MICCAI WMH challenge by the sysu_medial team described here:

Usage

createSysuMediaUnetModel2D(inputImageSize, anatomy = c("wmh", "claustrum"))

Arguments

inputImageSize	Used for specifying the input tensor shape. This will be c(200, 200, 2) for t1/flair input and c(200, 200, 1) for flair-only input for wmhs. For the claustrum, it is c(180, 180, 1).
anatomy	"wmh" or "claustrum".

Details

\url{https://pubmed.ncbi.nlm.nih.gov/30125711/}

or targeting the claustrum:

\url{https://arxiv.org/abs/2008.03465}

with the original implementations available at

\url{https://github.com/hongweilibran/wmh_ibbmTum}

and

\url{https://github.com/hongweilibran/claustrum_multi_view},

respectively.

Value

a u-net keras model

Author(s)

Tustison NJ

Examples

## Not run: 

model <- createSysuMediaUnetModel2D( c( 200, 200, 1 ) )


## End(Not run)

ANTsX/ANTsRNet documentation built on Nov. 21, 2024, 4:07 a.m.