Intrusion Detection on CIC-IDS 2017 (random)
99.89AccuracyCNN-Transformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CNN-TransformerArchitecture=CNN+Transformer ([CLS]), T=20, Classes=132026.06 | 99.89 | 77.5 | |
| LSTMArchitecture=LSTM over time, T=20, Classes=132026.06 | 99.85 | 77.6 | |
| Random ForestArchitecture=Random Forest (last), T=1, Classes=132026.06 | 99.78 | 76.9 | |
| Liu et al. 2025Architecture=CNN+LSTM+Transformer, T=1, Classes=9 (subset)2026.06 | 99.2 | — | |
| Random ForestArchitecture=Random Forest, T=1, Classes=152026.06 | 99.2 | 80.1 | |
| Yao et al. 2023Architecture=CNN+Transformer, T=1, Classes=7 (collapsed)2026.06 | 91.06 | — |