Research Article
Identification of Crop Diseases and Insect Pests Based on Deep Learning
Table 2
Parameter setting of improved AlexNet network.
| Network layer | Convolution kernel | Step | Number of convolution kernels |
| Conv1 | 11 × 11 × 3 | 6 | 96 | Pool1 | 1 × 3 × 3 × 1 | 2 | | Conv2 | 5 × 5 × 48 | 1 | 256 | Pool2 | 1 × 3 × 3×1 | 2 | | Conv3 | 3 × 3 × 256 | 1 | 384 | Conv4 | 3 × 64 × 192 | 1 | 384 | Conv5 | 3 × 3 × 192 | 1 | 256 | Pool5 | 1 × 3 × 3 × 1 | 2 | 3 × 3 | FC6 | 64 × 256 | | 256 × 1 | ReLU6 | | | 512 | Dropout | | | | FC7 | 32 × 256 | | 2 × 1 | ReLU7 | | | 256 | Dropout | | | | FC8 | 256 × 2 | | 2 | | Softmax | | | Output | | | |
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