CICIoT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| IoT/IoMT Attack Detection | CICIoT 2023 (test) | Mean F1 Score99.78 | 31 | |
| DDoS Attack Classification | CICIOT 2023 | ICMP100 | 20 | |
| Unknown attack detection | CICIoT 2023 | Backdoor Error0.02 | 20 | |
| Known IoT Attack Detection | CICIoT 2023 | Precision82.4 | 14 | |
| Traffic Classification | CICIoT 2022 | Accuracy99.75 | 13 | |
| Binary Classification | CICIoT 2023 (test) | Accuracy100 | 7 | |
| Network Traffic Analysis | CICIoT Compose-shift 2023 | Accuracy63.31 | 7 | |
| Network Traffic Analysis | CICIoT2023 Proportion-shift | Accuracy80.52 | 7 | |
| Network Traffic Analysis | CICIoT2023 Time-shift | Accuracy66.02 | 7 | |
| Intrusion Detection | CICIoT MitM 2023 | TNR1 | 6 | |
| Intrusion Detection | CICIoT Mirai 2023 | TNR1 | 6 | |
| Intrusion Detection | CICIoT DDoS 2023 | TNR100 | 6 | |
| Synthetic Data Generation | CICIoT MitM 2023 | MMD0 | 5 | |
| Synthetic Data Generation | CICIoT Mirai 2023 | MMD0 | 5 | |
| Synthetic Data Generation | CICIoT DDoS 2023 | MMD0 | 5 | |
| Intrusion Detection | CICIoT 2023 | Precision99.7 | 4 | |
| 34 Classes Classification | CICIoT 2023 (test) | Recall99.96 | 4 | |
| 8 Classes Classification | CICIoT 2023 (test) | Recall99.99 | 3 | |
| Multi-class Classification | CICIoT 2023 (test) | Accuracy98.68 | 3 | |
| Grouped Classification | CICIoT 2023 (test) | Accuracy99.13 | 3 | |
| Multiclass Categorization | CICIoT 2023 | Macro F1 Score0.564 | 1 | |
| Binary Detection | CICIoT 2023 | Binary F10.83 | 1 |
Showing 22 of 22 rows