Anti-spoofing on ASVspoof LA 2019 (test)
1.54EERFastAudio-Tri
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FastAudio-TriBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp, MACS=0.00GMac, Train Time/Epoch=13:02 min2021.09 | 1.54 | 0.0451 | |
| FastAudio-GaussBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp, MACS=0, Train Time/Epoch=12:51 min2021.09 | 1.63 | 0.0471 | |
| FastAudio-GaussBackend=X-vector, #Params=80, Constraint=Shape+Clamp, MACS=0, Train Time/Epoch=12:51 min2021.09 | 1.67 | 0.0516 | |
| FastAudio-SortBackend=X-vector, #Params=80, Constraint=Shape+Clamp+Order, MACS=0, Train Time/Epoch=12:59 min2021.09 | 1.69 | 0.0524 | |
| CQTBackend=ECAPA-TDNN, #Params=0, Constraint=Fixed, MACS=0, Train Time/Epoch=10:58 min2021.09 | 1.73 | 0.0508 | |
| FastAudio-TriBackend=X-vector, #Params=80, Constraint=Shape+Clamp, MACS=0.00GMac, Train Time/Epoch=13:02 min2021.09 | 1.73 | 0.0491 | |
| TD-filterbanksBackend=ECAPA-TDNN, #Params=31k, Constraint=Shape+Clamp, MACS=1.32GMac, Train Time/Epoch=22.48 min2021.09 | 1.83 | 0.0528 | |
| FastAudio-SortBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp+Order, MACS=0, Train Time/Epoch=12:59 min2021.09 | 1.89 | 0.052 | |
| LFCC+SE-ResABNet+CombLossInput feature=LFCC, Classifier=SE-ResABNet, Loss function=CombLoss2021.09 | 1.89 | 0.0507 | |
| FbanksBackend=ECAPA-TDNN, #Params=0, Constraint=Fixed, MACS=0, Train Time/Epoch=10:53 min2021.09 | 2.11 | 0.0643 | |
| LFCC+ResNet18+OCSInput feature=LFCC, Classifier=ResNet18, Loss function=OCS2021.09 | 2.19 | 0.059 | |
| FbanksBackend=X-vector, #Params=0, Constraint=Fixed, MACS=0, Train Time/Epoch=10:53 min2021.09 | 2.39 | 0.0688 | |
| LEAFBackend=ECAPA-TDNN, #Params=282, Constraint=Shape+Clamp, MACS=0.01GMac, Train Time/Epoch=34.45 min2021.09 | 2.49 | 0.0645 | |
| CQT+SE-Res2Net50+CEInput feature=CQT, Classifier=SE-Res2Net50, Loss function=CE2021.09 | 2.5 | 0.0743 | |
| LFCC+SE-Res2Net50+CEInput feature=LFCC, Classifier=SE-Res2Net50, Loss function=CE2021.09 | 2.87 | 0.0786 | |
| TD-filterbanksBackend=X-vector, #Params=31k, Constraint=Shape+Clamp, MACS=1.32GMac, Train Time/Epoch=22.48 min2021.09 | 3.18 | 0.0843 | |
| LEAFBackend=X-vector, #Params=282, Constraint=Shape+Clamp, MACS=0.01GMac, Train Time/Epoch=34.45 min2021.09 | 3.28 | 0.0732 | |
| CQTBackend=X-vector, #Params=0, Constraint=Fixed, MACS=0, Train Time/Epoch=10:58 min2021.09 | 3.4 | 0.0951 | |
| nnAudioBackend=ECAPA-TDNN, #Params=8.04k, Constraint=No, MACS=0, Train Time/Epoch=13:00 min2021.09 | 3.63 | 0.0893 | |
| Spect+LCGRNN+GKDE-softmaxInput feature=Spect, Classifier=LCGRNN, Loss function=GKDE-softmax2021.09 | 3.77 | 0.0842 | |
| FG-CQT+LCNN+CEInput feature=FG-CQT, Classifier=LCNN, Loss function=CE2021.09 | 4.07 | 0.102 | |
| Spect+LCNN+A-softmaxInput feature=Spect, Classifier=LCNN, Loss function=A-softmax2021.09 | 4.53 | 0.1028 | |
| LFCC+LCNN+A-softmaxInput feature=LFCC, Classifier=LCNN, Loss function=A-softmax2021.09 | 5.06 | 0.1 | |
| SincNetBackend=Baseline, Name=RawNet2, Constraint=Fixed2021.09 | 5.13 | 0.1175 | |
| nnAudioBackend=X-vector, #Params=8.04k, Constraint=No, MACS=0, Train Time/Epoch=13:00 min2021.09 | 5.56 | 0.1471 | |
| LFCC+GMM+EMInput feature=LFCC, Classifier=GMM, Loss function=EM2021.09 | 8.09 | 0.2116 | |
| Spect+SE-Res2Net50+CEInput feature=Spect, Classifier=SE-Res2Net50, Loss function=CE2021.09 | 8.73 | 0.2237 | |
| MFCC+ResNet+CEInput feature=MFCC, Classifier=ResNet, Loss function=CE2021.09 | 9.33 | 0.2042 | |
| CQCC+GMM+EMInput feature=CQCC, Classifier=GMM, Loss function=EM2021.09 | 9.57 | 0.2366 | |
| Spect+ResNet+CE [29]Input feature=Spect, Classifier=ResNet, Loss function=CE2021.09 | 9.68 | 0.2741 | |
| Spect+ResNet+CE [20]Input feature=Spect, Classifier=ResNet, Loss function=CE2021.09 | 11.75 | 0.216 | |
| Raw signal+SincNet+CEInput feature=Raw signal, Classifier=SincNet, Loss function=CE2021.09 | 20.11 | 0.3563 |