Intrusion Detection on Edge-IIoTset (test)
99.9Accuracy1D-CNN-IDS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 1D-CNN-IDSNumber of classes=9, Epochs=32024.09 | 99.9 | 98.8 | 98.79 | 98.78 | |
| ZTA-FLAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 94.2 | — | — | — | |
| ZTA-FLAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 92.6 | — | — | — | |
| Adv-FLAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 91.4 | — | — | — | |
| ZTA-FLAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 90.7 | — | — | — | |
| ZTA-FLAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 89.3 | — | — | — | |
| FLAMEAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 89.1 | — | — | — | |
| Adv-FLAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 88.7 | — | — | — | |
| FLTrustAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 88.4 | — | — | — | |
| FLAMEAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 87 | — | — | — | |
| ZTA-FLAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 86.8 | — | — | — | |
| FedProxAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 86.7 | — | — | — | |
| Adv-FLAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 86.3 | — | — | — | |
| FLTrustAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 86.1 | — | — | — | |
| FedAvgAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 85.3 | — | — | — | |
| FLAMEAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 84.8 | — | — | — | |
| ZTA-FLAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 84.7 | — | — | — | |
| KrumAttack Method=FGSM, Epsilon (ϵ)=0.052025.12 | 84.2 | — | — | — | |
| FedProxAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 84.1 | — | — | — | |
| FLTrustAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 83.9 | — | — | — | |
| FedAvgAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 82.7 | — | — | — | |
| KrumAttack Method=PGD-7, Epsilon (ϵ)=0.052025.12 | 81.5 | — | — | — | |
| FedProxAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 81.3 | — | — | — | |
| FedAvgAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 79.8 | — | — | — | |
| Adv-FLAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 79.6 | — | — | — | |
| KrumAttack Method=PGD-20, Epsilon (ϵ)=0.052025.12 | 78.6 | — | — | — | |
| FLAMEAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 78.2 | — | — | — | |
| FLTrustAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 76.8 | — | — | — | |
| Adv-FLAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 75.2 | — | — | — | |
| FLAMEAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 74.1 | — | — | — | |
| FedProxAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 73.8 | — | — | — | |
| FLTrustAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 72.5 | — | — | — | |
| Adv-FLAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 71.8 | — | — | — | |
| FedAvgAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 71.2 | — | — | — | |
| FLAMEAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 70.8 | — | — | — | |
| KrumAttack Method=FGSM, Epsilon (ϵ)=0.12025.12 | 69.7 | — | — | — | |
| FedProxAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 69.2 | — | — | — | |
| FLTrustAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 69.2 | — | — | — | |
| FedAvgAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 67.4 | — | — | — | |
| KrumAttack Method=PGD-7, Epsilon (ϵ)=0.12025.12 | 66.1 | — | — | — | |
| FedProxAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 65.7 | — | — | — | |
| FedAvgAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 63.9 | — | — | — | |
| KrumAttack Method=PGD-20, Epsilon (ϵ)=0.12025.12 | 62.3 | — | — | — |