Environmental Sound Classification on UrbanSound8k
60.94AccuracyFGSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FGSMAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 60.94 | — | 12.16 | 0.714 | |
| ALEEvaluation Protocol=Zero-shot2024.12 | 49.97 | 0.0071 | — | — | |
| ZeroDiffusionEvaluation Protocol=Zero-shot2024.12 | 49.61 | 0.0777 | — | — | |
| FGSMAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 48.5 | — | 44.86 | 0.714 | |
| CADA-VAEEvaluation Protocol=Zero-shot2024.12 | 47.41 | 0.0808 | — | — | |
| PGDAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 46.55 | — | 30.21 | 1.24 | |
| PGDAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 43.06 | — | 50.06 | 1.24 | |
| LisGANEvaluation Protocol=Zero-shot2024.12 | 38.48 | 0.0238 | — | — | |
| CGANAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 21.22 | — | 77.13 | 0.0237 | |
| CGANAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 20.17 | — | 79.83 | 0.0237 | |
| CWAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 14.37 | — | 92.21 | 6.14 | |
| CWAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 4.7 | — | 94.67 | 6.14 | |
| FAPGAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 2.1 | — | 97.9 | 0.0048 | |
| FAPGAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 1.76 | — | 96.52 | 0.0048 | |
| DAC-GANAttack Setting=Targeted, Victim Model=PANNs CNN142026.06 | 1.23 | — | 97.17 | 0.0039 | |
| DAC-GANAttack Setting=Untargeted, Victim Model=PANNs CNN142026.06 | 0.89 | — | 99.11 | 0.0039 |