Table 3 The novel proposed MobDenNet model configuration parameters analysis.
From: Novel hybrid transfer neural network for wheat crop growth stages recognition using field images
Sr no. | Layers | Unit | Activation function | Output shape | Parameters |
|---|---|---|---|---|---|
1 | input_3 | None | None | (None, 128, 128, 3) | 0 |
2 | mobilenetv2_1.00_128 | 1280 | RELU | (None, 4, 4, 1280) | 2257984 |
3 | Densenet121 | 1024 | RELU | (None, 4, 4, 1024) | 7037504 |
4 | Concatenate | 2304 | None | (None, 4, 4, 2304) | 0 |
5 | Flatten | 36864 | None | (None, 36864) | 0 |
6 | Dropout | 0.2 | None | (None, 36864) | 0 |
7 | Dense | 7 | Softmax | (None, 7) | 258055 |