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.
| Method | The proportion of labels used | 1/2 | 2/5 | 3/10 | 1/5 | 1/10 |
| None | 0.63 | 0.61 | 0.41 | 0.32 | 0.27 | EB-GAN [31] | 0.67 | 0.62 | 0.47 | 0.39 | 0.32 | MRP [33] | 0.64 | 0.61 | 0.58 | 0.44 | 0.37 | Gradient penalty [32] | 0.63 | 0.63 | 0.50 | 0.42 | 0.32 | SN [38] | 0.69 | 0.66 | 0.64 | 0.54 | 0.43 |
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