Table 15. Comparison among Bilateral and Bilateral + Box blur filter based on accuracy, average image size and average training time.
Experiment | Optimizer | Learning Rate | Average image size (KB) | Average training time (epoch/s) | Training Accuracy (%) | Validation Accuracy (%) | Test Accuracy (%) |
---|---|---|---|---|---|---|---|
Bilateral | Adam | 0.001 | 10–14 | 110 | 99.43 | 98.32 | 98.09 |
Bilateral + Box blur | Adam | 0.001 | 5–6 | 107 | 99.66 | 98.49 | 98.74 |