Research Article
Deep Convolutional Generative Adversarial Network and Convolutional Neural Network for Smoke Detection
Table 2
Model-relevant hyperparameters.
| | No. | Network layer | Kernel number | Kernel_size | Strides |
| | 1 | Convolution1 | 16 | 3 | 1 | | 2 | Convolution1 | 16 | 3 | 1 | | 3 | Convolution1 | 16 | 3 | 1 | | 4 | Maxpooling1 | 16 | 2 | 2 | | 5 | Convolution2 | 32 | 3 | 1 | | 6 | Convolution2 | 32 | 3 | 1 | | 7 | Convolution2 | 32 | 3 | 1 | | 8 | Maxpooling2 | 32 | 2 | 2 | | 9 | Convolution3 | 64 | 3 | 1 | | 10 | Convolution3 | 64 | 3 | 1 | | 11 | Convolution3 | 64 | 3 | 1 | | 12 | Maxpooling3 | 64 | 2 | 2 | | 13 | Fully connected | Neurons number | 1024 | | 14 | Fully connected | Neurons number | 1024 | | 15 | Output | Neurons number | 2 |
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