hyperparameters_kfold_clouds
Jun 15th, 2026
Hyperparameters with data augmentation
| Dataset |
Model |
Learning Rate |
Batch Size |
| CCSN |
EfficientNet |
3×10⁻⁴ ± 9×10⁻⁵ |
32 |
| CCSN |
ResNet50 |
2×10⁻⁴ ± 9×10⁻⁵ |
32 |
| CCSN |
VGG-16 |
1×10⁻⁴ ± 8×10⁻⁵ |
32 |
| CCSN |
ViT |
5×10⁻⁵ |
32 |
| CCSN |
DeiT |
1×10⁻⁵ |
32 |
| SWIMCAT |
EfficientNet |
1.1×10⁻⁴ ± 1.8×10⁻⁴ |
32 |
| SWIMCAT |
Inception |
1.5×10⁻⁴ ± 1.3×10⁻⁴ |
32 |
| SWIMCAT |
ResNet50 |
5×10⁻⁵ ± 4×10⁻⁵ |
32 |
| SWIMCAT |
VGG-16 |
1.8×10⁻⁴ ± 1.7×10⁻⁴ |
32 |
| SWIMCAT |
ViT |
5×10⁻⁵ |
32 |
| SWIMCAT |
DeiT |
5×10⁻⁵ |
32 |
Hyperparameters without data augmentation
| Dataset |
Model |
Learning Rate |
Batch Size |
| CCSN |
EfficientNet |
3×10⁻⁴ ± 7×10⁻⁵ |
32 |
| CCSN |
ResNet50 |
2×10⁻⁴ ± 5×10⁻⁵ |
32 |
| CCSN |
VGG-16 |
1×10⁻⁴ ± 5×10⁻⁵ |
32 |
| CCSN |
ViT |
1×10⁻⁵ |
32 |
| CCSN |
DeiT |
1×10⁻⁵ |
32 |
| SWIMCAT |
EfficientNet |
1.7×10⁻⁴ ± 1.1×10⁻⁴ |
32 |
| SWIMCAT |
Inception |
1.3×10⁻⁴ ± 1.1×10⁻⁴ |
32 |
| SWIMCAT |
ResNet50 |
8.6×10⁻⁵ ± 7×10⁻⁵ |
32 |
| SWIMCAT |
VGG-16 |
1.3×10⁻⁴ ± 1.3×10⁻⁴ |
32 |
| SWIMCAT |
ViT |
5×10⁻⁵ |
32 |
| SWIMCAT |
DeiT |
5×10⁻⁵ |
32 |