Table II. Trainable Parameters when only the Fully connected Layer was Trainable.
| Model Name | # Trainable Parameters |
|---|---|
| DenseNet121 [39] | 12,291 |
| DenseNet169 [39] | 19,971 |
| DenseNet201 [39] | 23,043 |
| InceptionResNetV2 [12] | 4,611 |
| InceptionV3 [11] | 6,147 |
| MobileNet [40] | 12,291 |
| MobileNetV2 [41] | 34,563 |
| MobileNetV3Large [42] | 3,843 |
| MobileNetV3Small [42] | 3,075 |
| ResNet101 [24] | 55,299 |
| ResNet101V2 [43] | 55,299 |
| ResNet152 [24] | 55,299 |
| ResNet152V2 [43] | 55,299 |
| ResNet50 [24] | 55,299 |
| ResNet50V2 [43] | 55,299 |
| VGG16 [15] | 6,147 |
| VGG19 [15] | 6,147 |
| Xception [44] | 55,299 |