Environmental Sound Classification on DCASE 2019
15.27AccuracyFGSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FGSMAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=1.89002026.06 | 15.27 | 14.67 | |
| FGSMAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=1.89002026.06 | 13.31 | 84.04 | |
| PGDAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=6.55002026.06 | 11.91 | 77.27 | |
| PGDAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=6.55002026.06 | 6.59 | 92.21 | |
| FAPGAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=0.00972026.06 | 4.34 | 95.8 | |
| CGANAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=0.02322026.06 | 4.12 | 95.97 | |
| FAPGAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=0.00972026.06 | 2.95 | 97.02 | |
| CGANAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=0.02322026.06 | 1.2 | 98.25 | |
| DAC-GANAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=0.00562026.06 | 0.32 | 94.07 | |
| CWAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=38.55002026.06 | 0.31 | 99.84 | |
| CWAttack Setting=Targeted, Victim Model=PANNs CNN14, Time (sec)=38.55002026.06 | 0.24 | 96.65 | |
| DAC-GANAttack Setting=Untargeted, Victim Model=PANNs CNN14, Time (sec)=0.00562026.06 | 0 | 100 |