Audio deepfake detection on ADD-C 1.5s duration (test)
0.53C0 ScoreS-MGAA-MFCC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| S-MGAA-MFCCFront-end feature=MFCC2026.01 | 0.53 | 0.59 | 0.59 | 0.64 | 0.84 | 1.35 | 0.75 | |
| S-MGAA-LFCCFront-end feature=LFCC2026.01 | 0.98 | 0.94 | 0.95 | 1.13 | 1.49 | 2.48 | 1.33 | |
| MGAA-MFCCFront-end feature=MFCC2026.01 | 1.85 | 1.28 | 1.28 | 1.46 | 1.78 | 2.52 | 1.7 | |
| MGAA-LFCCFront-end feature=LFCC2026.01 | 2 | 2.23 | 2.32 | 2.59 | 3.3 | 5.1 | 2.92 | |
| LCNN2026.01 | 2.05 | 2.32 | 2.32 | 2.32 | 2.63 | 3.22 | 2.47 | |
| S-MGAA-CQCCFront-end feature=CQCC2026.01 | 2.13 | 1.96 | 1.96 | 2.21 | 2.75 | 4.5 | 2.59 | |
| RawNet22026.01 | 2.35 | 1.82 | 1.84 | 2.17 | 2.47 | 3.93 | 2.43 | |
| AASIST2026.01 | 2.55 | 1.65 | 1.65 | 1.78 | 2.01 | 2.96 | 2.1 | |
| RawGAT-ST2026.01 | 2.8 | 1.31 | 1.31 | 1.41 | 1.53 | 2.13 | 1.75 | |
| MGAA-CQCCFront-end feature=CQCC2026.01 | 3.73 | 4.08 | 4.05 | 4.48 | 5.18 | 7.5 | 4.84 | |
| AASIST-L2026.01 | 3.95 | 3.33 | 3.33 | 3.52 | 3.93 | 5.07 | 3.86 | |
| FC-LFCCFront-end feature=LFCC2026.01 | 6.03 | 7.01 | 7.06 | 7.62 | 8.4 | 10.34 | 7.74 |