Research Article

Spectral Normalized CycleGAN with Application in Semisupervised Semantic Segmentation of Sonar Images

Table 4

Semisupervised semantic segmentation performance of different stabilization methods applied to CycleGAN on SCTDII datasets.

MethodThe proportion of labels used
1/22/53/101/51/10

None0.630.610.410.320.27
EB-GAN [31]0.670.620.470.390.32
MRP [33]0.640.610.580.440.37
Gradient penalty [32]0.630.630.500.420.32
SN [38]0.690.660.640.540.43