Table 7 Results comparing augmentations [36]
Quantitative results on dogs vs. goldfish | |
|---|---|
Dogs vs goldfish | |
Augmentation | Val. acc. |
None | 0.855 |
Traditional | 0.890 |
GANs | 0.865 |
Neural + no loss | 0.915 |
Neural + content loss | 0.900 |
Neural + style | 0.890 |
Control | 0.840 |
Quantitative results on dogs vs cats | |
|---|---|
Dogs vs cat | |
Augmentation | Val. acc. |
None | 0.705 |
Traditional | 0.775 |
GANs | 0.720 |
Neural + no loss | 0.765 |
Neural + content loss | 0.770 |
Neural + style | 0.740 |
Control | 0.710 |
MNIST 0′s and 8′s | |
|---|---|
Augmentation | Val. acc. |
None | 0.972 |
Neural + no loss | 0.975 |
Neural + content loss | 0.968 |