Table 10.
Computational analysis of the utilized FT CNN models.
| CNN Model | Color Samples | Gray Samples | ||
|---|---|---|---|---|
| Total Execution Time (s) | Average Time per Sample (s) | Total Execution Time (s) | Average Time per Sample (s) | |
| ResNet50 | 1617 | 1.62 | 1499 | 1.5 |
| AlexNet | 1890 | 1.89 | 1714 | 1.71 |
| InceptionV3 | 2166 | 2.17 | 2050 | 2.05 |
| ResNet101 | 2183 | 2.18 | 1939 | 1.94 |
| GoogleNet | 1478 | 1.48 | 1434 | 1.43 |
| VGG16 | 1966 | 1.97 | 1803 | 1.8 |
| DarkNet53 | 1975 | 1.98 | 1877 | 1.88 |
| Xception | 2021 | 2.02 | 1934 | 1.93 |
| InceptionResNetV2 | 3792 | 3.79 | 3712 | 3.71 |
| MobileNetV2 | 1636 | 1.64 | 1604 | 1.6 |
| NasNetMobile | 4793 | 4.79 | 4609 | 4.61 |
| DarkNet19 | 1400 | 1.4 | 1377 | 1.38 |
| ResNet18 | 1377 | 1.38 | 1279 | 1.28 |
| DenseNet201 | 4683 | 4.68 | 4623 | 4.62 |
| NasNetLarge | 5059 | 5.06 | 4967 | 4.97 |
| Places365-GoogleNet | 1496 | 1.5 | 1410 | 1.41 |
| ShuffleNet | 1569 | 1.57 | 1555 | 1.56 |
| SqueezeNet | 1313 | 1.31 | 1248 | 1.25 |
| VGG19 | 2220 | 2.22 | 2147 | 2.15 |