DDoS Attack Classification on CIC-DDoS 2019
98.03AccuracySD-CGAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SD-CGAN2025.11 | 98.03 | 98.62 | 99.36 | 98.99 | |
| RNN-GAN2025.11 | 97.9 | 96.8 | 97.2 | 97.5 | |
| LSTM-FUZZY2025.11 | 95.26 | 97.89 | 93.13 | 95.45 | |
| GAN2025.11 | 94.38 | 94.08 | 97.89 | 95.94 | |
| CNN2025.11 | 94.08 | 96.32 | 86.29 | 91.02 | |
| FID-GAN2025.11 | 92.03 | 92.03 | 92.03 | 92.03 | |
| LSTM2025.11 | 90.29 | 90.12 | 89.43 | 89.77 | |
| D_TreeEVOAuthors=Proposed method, Base Model=D_Tree2026.01 | 0.9913 | 0.9895 | 0.9894 | 0.9894 | |
| GA_GOAAuthors=Bakro et al., Base Model=D_Tree2026.01 | 0.9899 | — | — | — | |
| GA_GOAAuthors=Bakro et al., Base Model=SVM2026.01 | 0.987 | — | — | — | |
| SVMEVO -FSAuthors=Proposed method, Base Model=SVM2026.01 | 0.956 | 0.954 | 0.9489 | 0.9499 | |
| RFEVO - FSAuthors=Proposed method, Base Model=RF2026.01 | 0.954 | 0.9586 | 0.9529 | 0.9539 | |
| KNNEVO- FSAuthors=Proposed method, Base Model=KNN2026.01 | 0.9493 | 0.9488 | 0.9489 | 0.9488 | |
| Robust Transformer (RTIDS)Authors=Z. Wu et al., Base Model=SVM2026.01 | 0.9402 | 0.9454 | 0.9424 | 0.9488 | |
| DL/ BiLSTMAuthors=H. Xu et al., Base Model=RF2026.01 | 0.8836 | 0.7682 | 0.8547 | 0.7936 | |
| DL/ BiLSTMAuthors=H. Xu et al., Base Model=KNN2026.01 | 0.8073 | 0.7825 | 0.7236 | 0.7632 |