Results of our proposed CNN on SDN-DDoS2025 dataset
| Metrics | CNN-BRS [16] | Bays-CNN [17] | CNN-WRS [18] | Cybernet [19] | CNN |
|---|---|---|---|---|---|
| Accuracy | 91.87% | 88.26% | 84.00% | 93.14% | 96.11% |
| Recall | 91.86% | 79.57% | 93.00% | 92.80% | 96.11% |
| Precision | 93.96% | 84.21% | 87.00% | 92.50% | 96.46% |
| F1-Score | 92.25% | 81.54% | 90.00% | 92.60% | 96.18% |
| MCC | 94.83% | 63.61% | 52.11% | 83.18% | 89.79% |
| Metrics | CNN-BRS [ | Bays-CNN [ | CNN-WRS [ | Cybernet [ | CNN |
|---|---|---|---|---|---|
| Accuracy | 91.87% | 88.26% | 84.00% | 93.14% | |
| Recall | 91.86% | 79.57% | 93.00% | 92.80% | |
| Precision | 93.96% | 84.21% | 87.00% | 92.50% | |
| F1-Score | 92.25% | 81.54% | 90.00% | 92.60% | |
| MCC | 94.83% | 63.61% | 52.11% | 83.18% |
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