N-BaIoT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| IoT Intrusion Detection | N-BaIoT Scenario 2 | Accuracy99.01 | 36 | |
| Federated Learning Defense | N-BaIoT Label-Flipping Attack Scenario 1 (test) | Accuracy97.41 | 18 | |
| IoT Attack Detection | N-BaIoT | Accuracy99.99 | 9 | |
| Intrusion Detection | N-BaIoT IoT-09 Provision PT-838TS IP Camera UDP | Macro F1 Score99.8 | 6 | |
| Intrusion Detection | N-BaIoT IoT-08 Provision PT-737E IP Camera UDP | Macro F1-score100 | 6 | |
| Intrusion Detection | N-BaIoT IoT-07 (Provision PT-838TS IP Camera with Mirai & Gafgyt) | Macro F1 Score99.6 | 6 | |
| Intrusion Detection | N-BaIoT IoT-06 (Ecobee Thermostat with Mirai & Gafgyt) | Macro F1-score98.6 | 6 | |
| Intrusion Detection | N-BaIoT IoT-05 (Provision PT-737E IP Camera) | Macro F1-score98 | 6 | |
| Intrusion Detection | N-BaIoT IoT-04 Ecobee Thermostat | Macro F1-score98.8 | 6 | |
| Intrusion Detection | N-BaIoT IoT-03 (Provision PT-838TS IP Camera) | Macro F1 Score98.5 | 6 | |
| Intrusion Detection | N-BaIoT IoT-02 Philips B120N/10 Baby Monitor | Macro F1-score99.4 | 6 | |
| Intrusion Detection | N-BaIoT IoT-01 Danmini Doorbell | Macro F199.7 | 6 | |
| Intrusion Detection | N-BaIoT | Accuracy (IoT-01)99.7 | 6 | |
| Federated Learning Defense | N-BaIoT Scenario 1 Same Model Attack (test) | Accuracy97.02 | 6 | |
| Federated Learning Defense | N-BaIoT Model Scaling Attack Scenario 1 (test) | Accuracy97.07 | 6 | |
| Federated Learning Defense | N-BaIoT No Attack Scenario 1 (test) | Accuracy98.04 | 6 |
Showing 16 of 16 rows