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. 2019 Jul 15;195:285–299. doi: 10.1016/j.neuroimage.2019.01.077

Table 3.

Summary of harmonisation algorithms evaluated.

Algorithm name Additional preprocessing Training domain Core method Algorithm details
SHNet Brain extraction SH Deep learning qDL inspired network, anatomically constrained training
SHResNet Brain extraction SH Deep learning Residual structure network, anatomically constrained training
SphericalNet Brain extraction SH Deep learning Local Spherical Convolution Network, anatomically constrained training
FCSNet Brain extraction SH Deep learning Fully convolutional network with task-dependent regularization (L2 and L1)
SDL Over-complete data-driven dictionaries Adaptive dictionary learning Linear mapping between over-complete dictionaries