Malware Detection on Androzoo
99.96AccPAD-SMA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PAD-SMAAttack=Salt & Pepper2023.12 | 99.96 | — | — | — | — | |
| AT-AdamAttack=Salt & Pepper2023.12 | 99.82 | — | — | — | — | |
| AT-rFGSM^kAttack=Salt & Pepper2023.12 | 99.73 | — | — | — | — | |
| DNN+Training time (s)=11482023.12 | 99.54 | 0.05 | 0.83 | 99.56 | 99.56 | |
| MalPurifierAttack=rFGSM2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=PGD-ℓ12023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=PGD-ℓ∞2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Salt & Pepper2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=StepwiseMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=AutoAttack2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Orth PGD-ℓ12023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Orth PGD-ℓ22023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Orth PGD-ℓ∞2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Orth MaxMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=Orth iMaxMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=No Attack2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=MaxMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=iMaxMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=StepwiseMA2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=AutoAttack2023.12 | 99.41 | — | — | — | — | |
| MalPurifierAttack=BCA2023.12 | 99.37 | — | — | — | — | |
| MalPurifierAttack=Grosse2023.12 | 99.37 | — | — | — | — | |
| MalPurifierAttack=Pointwise2023.12 | 99.37 | — | — | — | — | |
| AT-AdamAttack=Pointwise2023.12 | 99.33 | — | — | — | — | |
| KDETraining time (s)=5272023.12 | 99.31 | 0.15 | 1.22 | 99.32 | 99.32 | |
| AT-rFGSM^kAttack=Pointwise2023.12 | 99.25 | — | — | — | — | |
| MalPurifierAttack=Salt & Pepper2023.12 | 99.24 | — | — | — | — | |
| MalPurifierAttack=Pointwise2023.12 | 99.24 | — | — | — | — | |
| DNNTraining time (s)=5272023.12 | 99.23 | 0.32 | 1.22 | 99.23 | 99.23 | |
| AT-rFGSMkTraining time (s)=5822023.12 | 98.93 | 1.42 | 0.72 | 98.93 | 98.95 | |
| KDEAttack=rFGSM2023.12 | 98.83 | — | — | — | — | |
| KDEAttack=PGD-ℓ∞2023.12 | 98.83 | — | — | — | — | |
| KDEAttack=No Attack2023.12 | 98.83 | — | — | — | — | |
| KDEAttack=MaxMA2023.12 | 98.83 | — | — | — | — | |
| KDEAttack=iMaxMA2023.12 | 98.83 | — | — | — | — | |
| DNN+Attack=No Attack2023.12 | 98.74 | — | — | — | — | |
| PAD-SMATraining time (s)=298372023.12 | 98.73 | 0.9 | 1.62 | 98.74 | 98.77 | |
| MalPurifierTraining time (s)=6962023.12 | 98.57 | 2.3 | 0.59 | 98.56 | 98.59 | |
| PAD-SMAAttack=rFGSM2023.12 | 98.43 | — | — | — | — | |
| PAD-SMAAttack=PGD-ℓ∞2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=AutoAttack2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Orth PGD-ℓ12023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Orth PGD-ℓ22023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Orth PGD-ℓ∞2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Orth MaxMA2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Orth iMaxMA2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=MaxMA2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=iMaxMA2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=AutoAttack2023.12 | 98.42 | — | — | — | — | |
| PAD-SMAAttack=Salt & Pepper2023.12 | 98.38 | — | — | — | — | |
| PAD-SMAAttack=PGD-ℓ22023.12 | 98.34 | — | — | — | — | |
| AT-rFGSM^kAttack=AutoAttack2023.12 | 98.25 | — | — | — | — | |
| PAD-SMAAttack=No Attack2023.12 | 98.2 | — | — | — | — | |
| AT-AdamAttack=rFGSM2023.12 | 98.16 | — | — | — | — | |
| PAD-SMAAttack=Pointwise2023.12 | 97.97 | — | — | — | — | |
| AT-AdamTraining time (s)=10182023.12 | 97.95 | 3.54 | 0.59 | 97.94 | 98 | |
| AT-AdamAttack=AutoAttack2023.12 | 97.8 | — | — | — | — | |
| MalPurifierAttack=PGD-ℓ22023.12 | 97.75 | — | — | — | — | |
| FD-VAEAttack=PGD-ℓ∞2023.12 | 97.71 | — | — | — | — | |
| MalPurifierAttack=MaxMA2023.12 | 97.44 | — | — | — | — | |
| MalPurifierAttack=iMaxMA2023.12 | 97.44 | — | — | — | — | |
| FD-VAEAttack=Orth PGD-ℓ∞2023.12 | 97.21 | — | — | — | — | |
| FD-VAEAttack=rFGSM2023.12 | 96 | — | — | — | — | |
| FD-VAEAttack=No Attack2023.12 | 95.59 | — | — | — | — | |
| FD-VAEAttack=MaxMA2023.12 | 94.78 | — | — | — | — | |
| FD-VAEAttack=iMaxMA2023.12 | 94.78 | — | — | — | — | |
| PAD-SMAAttack=Pointwise2023.12 | 94.27 | — | — | — | — | |
| AT-AdamAttack=PGD-ℓ22023.12 | 93.7 | — | — | — | — | |
| KDEAttack=Orth PGD-ℓ∞2023.12 | 93.65 | — | — | — | — | |
| AT-AdamAttack=PGD-ℓ∞2023.12 | 93.34 | — | — | — | — | |
| FD-VAETraining time (s)=21822023.12 | 92.22 | 11.26 | 4.37 | 92.19 | 92.55 | |
| FD-VAEAttack=Salt & Pepper2023.12 | 91.9 | — | — | — | — | |
| FD-VAEAttack=Salt & Pepper2023.12 | 91.85 | — | — | — | — | |
| FD-VAEAttack=Pointwise2023.12 | 90.68 | — | — | — | — | |
| FD-VAEAttack=Pointwise2023.12 | 90.68 | — | — | — | — | |
| AT-rFGSM^kAttack=PGD-ℓ∞2023.12 | 90.19 | — | — | — | — | |
| FD-VAEAttack=PGD-ℓ22023.12 | 90.14 | — | — | — | — | |
| AT-rFGSM^kAttack=PGD-ℓ22023.12 | 89.96 | — | — | — | — | |
| DNN+Attack=PGD-ℓ22023.12 | 89.83 | — | — | — | — | |
| DNNAttack=Salt & Pepper2023.12 | 89.47 | — | — | — | — | |
| KDEAttack=Salt & Pepper2023.12 | 89.46 | — | — | — | — | |
| KDEAttack=Salt & Pepper2023.12 | 89.06 | — | — | — | — | |
| DNN+Attack=Salt & Pepper2023.12 | 87.98 | — | — | — | — | |
| DNN+Attack=Salt & Pepper2023.12 | 87.17 | — | — | — | — | |
| PAD-SMAAttack=BCA2023.12 | 86.72 | — | — | — | — | |
| KDEAttack=StepwiseMA2023.12 | 79.16 | — | — | — | — | |
| KDEAttack=Orth PGD-ℓ22023.12 | 78.22 | — | — | — | — | |
| DNN+Attack=Pointwise2023.12 | 77.36 | — | — | — | — | |
| PAD-SMAAttack=StepwiseMA2023.12 | 77.32 | — | — | — | — | |
| PAD-SMAAttack=StepwiseMA2023.12 | 76.73 | — | — | — | — | |
| DNN+Attack=Pointwise2023.12 | 76.5 | — | — | — | — | |
| KDEAttack=PGD-ℓ22023.12 | 73.58 | — | — | — | — | |
| DNNAttack=Pointwise2023.12 | 71.56 | — | — | — | — | |
| KDEAttack=Pointwise2023.12 | 71.56 | — | — | — | — | |
| KDEAttack=Pointwise2023.12 | 68.36 | — | — | — | — | |
| DNNAttack=PGD-ℓ22023.12 | 62.96 | — | — | — | — | |
| DNN+Attack=StepwiseMA2023.12 | 61.21 | — | — | — | — | |
| PAD-SMAAttack=Grosse2023.12 | 56.3 | — | — | — | — | |
| FD-VAEAttack=Orth PGD-ℓ22023.12 | 43.7 | — | — | — | — | |
| PAD-SMAAttack=PGD-ℓ12023.12 | 40.41 | — | — | — | — |