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ResearchFormerly WizWand

Spoof detection on ASVspoof PA 2019 (eval)

0.46EER (%)CQT+SE-Res2Net50+CE
-0.06323.4684710.5316Sep 5, 2021Jun 26, 2022Apr 16, 2023Feb 4, 2024Nov 24, 2024Sep 14, 2025Jul 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
CQT+SE-Res2Net50+CEInput feature=CQT, Classifier=SE-Res2Net50, Loss function=CE2021.090.460.0116
Fbank&CQT+ResNeWt+CEInput feature=Fbank&CQT, Classifier=ResNeWt, Loss function=CE2021.090.520.0134
Spect+SE-Res2Net50+CEInput feature=Spect, Classifier=SE-Res2Net50, Loss function=CE2021.090.740.0207
logPowSpec+EABNet+CombLossInput feature=logPowSpec, Classifier=EABNet, Loss function=CombLoss2021.090.860.0239
Spect+LCGRNN+tripletInput feature=Spect, Classifier=LCGRNN, Loss function=triplet2021.090.920.0198
CQTMGD+ResNeWt+CEInput feature=CQTMGD, Classifier=ResNeWt, Loss function=CE2021.090.940.025
Spect+LCGRNN+GKDE-softmaxInput feature=Spect, Classifier=LCGRNN, Loss function=GKDE-softmax2021.091.060.0222
Joint-gram+ResNet+CEInput feature=Joint-gram, Classifier=ResNet, Loss function=CE2021.091.230.0305
Spect+ResNet+CE [20]Input feature=Spect, Classifier=ResNet, Loss function=CE2021.091.290.036
LFCC-CMR2026.071.340.0315
LFCC+SE-Res2Net50+CEInput feature=LFCC, Classifier=SE-Res2Net50, Loss function=CE2021.091.460.434
MOSAIC2026.071.980.2197
logCQT&powSpect+VGG+CEInput feature=logCQT&powSpect, Classifier=VGG, Loss function=CE2021.092.110.527
Spect+ResNet+CE [29]Input feature=Spect, Classifier=ResNet, Loss function=CE2021.093.810.994
LFCC+LCNN+A-softmaxInput feature=LFCC, Classifier=LCNN, Loss function=A-softmax2021.094.60.1053
CQCC+GMM+EMInput feature=CQCC, Classifier=GMM, Loss function=EM2021.0911.040.2454
LFCC+GMM+EMInput feature=LFCC, Classifier=GMM, Loss function=EM2021.0913.540.3017