Table 7 Overall test results on the USTC-TFC2016 dataset
From: Network traffic classification model based on attention mechanism and spatiotemporal features
Method | Benign | Malware | ||||
|---|---|---|---|---|---|---|
Precision (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | Recall (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | F1_score (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | Precision (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | Recall (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | F1_score (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | |
Multichannel LeNet-5 [9] | 99.7 | 99.7 | 99.7 | 98.6 | 98.7 | 98.6 |
Our | 99.8 | 99.8 | 98.9 | 98.9 | 98.7 | 98.9 |