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. 2020 Jun 12;20(12):3336. doi: 10.3390/s20123336

Table 1.

Advantages and limitations of AnoGAN, GANomaly, and Skip-GANomaly.

AnoGAN GANomaly Skip-GANomaly
Advantages Training without anomaly data. Significant improvement in detection time. Better ability of image reconstruction.
Limitations Excessive time to detection. Cannot reconstruct complex images. Model collapse during training.