Table 2 Details of fine-tuned CNNs
From: Ensemble of convolutional neural networks to improve animal audio classification
Network | Depth | Size | Parameters (in millions) | Image input size |
|---|---|---|---|---|
AlexNet | 8 | 227 MB | 61.0 | 227-by-227 |
Vgg-16 | 16 | 515 MB | 138 | 224-by-224 |
Vgg-19 | 19 | 535 MB | 144 | 224-by-224 |
GoogleNet | 22 | 27 MB | 7.0 | 224-by-224 |
InceptionV3 | 48 | 89 MB | 23.9 | 299-by-299 |
ResNet50 | 50 | 96 MB | 25.6 | 224-by-224 |