Table 3.
The examined CNN models and their input image resolutions.
| No. | Model Name | Image Size |
|---|---|---|
| 1 | ResNet50 | 224 × 224 |
| 2 | AlexNet | 227 × 227 |
| 3 | InceptionV3 | 299 × 299 |
| 4 | ResNet101 | 224 × 224 |
| 5 | GoogleNet | 224 × 224 |
| 6 | VGG16 | 224 × 224 |
| 7 | DarkNet53 | 256 × 256 |
| 8 | Xception | 299 × 299 |
| 9 | InceptionResNetV2 | 299 ×299 |
| 10 | MobileNetV2 | 224 × 224 |
| 11 | NasNetMobile | 224 × 224 |
| 12 | DarkNet19 | 256 × 256 |
| 13 | ResNet18 | 224 × 224 |
| 14 | DenseNet201 | 224 × 224 |
| 15 | NasNetLarge | 331 × 331 |
| 16 | Places365-GoogleNet | 224 × 224 |
| 17 | ShuffleNet | 224 × 224 |
| 18 | SqueezeNet | 227 × 227 |
| 19 | VGG19 | 224 × 224 |