Table 1. Summary of related studies on brain structure segmentation using deep learning.

Methods	Architecture	Dataset
Moeskops et al. [7]	Multi-scale patch-wise CNN	MICCAI 2012
Khagi et al. [19]	SegNet	OASIS
Zhang et al. [11]	Patch-wise CNN	Private data
Nie et al. [20]	FCN	Private data
de Brebission et al. [12]	2D/3D patch-wise CNN	MICCAI 2012
Luna et al. [13]	3D patch-based CNN	MRBrainS18
Pawel et al. [14]	2D/3D Patch-wise CNN	BRATS2017
Xue et al. [15]	3D Non-uniform Patch-wise CNN	BRATS2018
Andrew et al. [16]	3D Patch-wise CNN	BRATS2017