createShivaUnetModel3D: Implementation of the "shiva" u-net architecture for PVS and...

In ANTsX/ANTsRNet: Neural Networks for Medical Image Processing

Implementation of the "shiva" u-net architecture for PVS and WMH segmentation

Description

Publications:

* PVS:  https://pubmed.ncbi.nlm.nih.gov/34262443/
* WMH:  https://pubmed.ncbi.nlm.nih.gov/38050769/

Usage

createShivaUnetModel3D(numberOfModalities = 1, numberOfOutputs = 1)

Arguments

numberOfModalities	Specifies number of channels in the architecture.
numberOfOutputs	Specifies the number of outputs per voxel. Determines final activation function (1 = sigmoid, >1 = softmax).

Details

with respective GitHub repositories:

* PVS:  https://github.com/pboutinaud/SHIVA_PVS
* WMH:  https://github.com/pboutinaud/SHIVA_WMH

Value

a u-net keras model

Author(s)

Tustison NJ

Examples

## Not run: 

model <- createShivaUnetModel3D()


## End(Not run)

ANTsX/ANTsRNet documentation built on Jan. 26, 2025, 2:55 p.m.