Table 11. Overall performance metrics for CNN model across all classes.
Model | Training Time | Accuracy (%) |
---|---|---|
CNN-1 without the use of data augmentation | 1h 3min 44s | 73.12 |
CNN-1 with the use of data augmentation | 2h 5min 51s | 88.72 |
CNN-2 without the use of data augmentation | 3h 53min 54s | 69.81 |
CNN-2 with the use of data augmentation | 10h 26min 18s | 84.86 |
CNN-3 without the use of data augmentation | 27 min 11s | 72.95 |
CNN-3 with the use of data augmentation | 1h 40min 16s | 90.47 |