Table 4.
Comparison of computational time various models on Dataset-I and Dataset-II
| Dataset | Model | Time Per Epoch in minutes | Overall training time in minutes (On 80% spilt data) | Overall testing time in minutes (On 20% spilt data) |
|---|---|---|---|---|
| Dataset-I | VGG16 | 2.451 | 76.066 | 1.022 |
| Inception-v3 | 2.332 | 63.892 | 0.542 | |
| ResNet50 | 2.066 | 61.092 | 0.511 | |
| Proposed Model | N/A | N/A | 0.492 | |
| Dataset-II | VGG16 | 3.669 | 132.077 | 1.113 |
| Inception-v3 | 3.122 | 129.343 | 1.044 | |
| ResNet50 | 4.022 | 152.022 | 0.582 | |
| Proposed Model | N/A | N/A | 0.533 |