Table 1 Summary of the developed model
From: Machine learning based fileless malware traffic classification using image visualization
Layer (type) | Output shape | Param # |
|---|---|---|
Conv2d (Conv2D) | (None, 61, 61, 256) | 4352 |
Conv2d_1 (Conv2D) | (None, 58, 58, 512) | 2097664 |
Batch_normalization(BatchNo) | (None, 58, 58, 512) | 2048 |
Conv2d_2 (Conv2D) | (None, 55, 55, 256) | 2097408 |
Max_pooling2d (MaxPooling2D) | (None, 27, 27, 256) | 0 |
Flatten (Flatten) | (None, 186624) | 0 |
Dense (Dense) | (None, 256 ) | 4777600 |
Dropout (Dropout) | (None, 256) | 0 |
Dense_1 (Dense) | (None, 64 ) | 16448 |
Dense_2 (Dense) | (None, 2 ) | 130 |
Tota params: 51,994,050 | ||
Trainable params: 51,993,026 | ||
Non-trainable params: 1024 |