Table 8 Model parameters (millions) of PND-Net including base CNNs and GCNs with the feature size = 1024 and 2048, specified within parenthesis.
From: PND-Net: plant nutrition deficiency and disease classification using graph convolutional network
Backbone CNN/PND-Net method | Xception | ResNet-50 | MobileNet-V2 | Inception-V3 |
|---|---|---|---|---|
CNN baseline | 22.88 | 25.61 | 3.50 | 23.87 |
PND-Net (GCN feature = 1024) | 26.13 | 28.86 | 6.75 | 27.08 |
PND-Net (GCN feature = 2048) | 37.66 | 40.41 | 17.51 | 38.40 |
