Empirical Results Accuracy F1 score Area Under the Receiver Operating Characteristic Curve (ROC AUC) Equal Error Rate (EER) Experiment Accuracy F1 Score ROC AUC EER EER2 WaveRNN_wave_O 0.500 0.000 0.5000 0.5000 0.0000 WaveLSTM_wave_O 0.500 0.000 0.5000 0.5000 0.0000 MLP_mfcc_I 0.500 0.000 0.5000 0.5000 0.0000 WaveRNN_wave_I 0.653 0.649 0.6527 0.3502 0.3378 WaveLSTM_wave_I 0.749 0.742 0.7494 0.2640 0.2221 ShallowCNN_lfcc_O 0.937 0.939 0.9366 0.0926 0.0992 TSSD_wave_O 0.956 0.957 0.9561 0.0561 0.0576 SimpleLSTM_mfcc_I 0.960 0.960 0.9601 0.0404 0.0405 SimpleLSTM_lfcc_O 0.965 0.965 0.9651 0.0441 0.0248 SimpleLSTM_lfcc_I 0.996 0.996 0.9962 0.0042 0.0034 ShallowCNN_mfcc_I 0.997 0.997 0.9968 0.0049 0.0015 TSSD_wave_I 0.999 0.999 0.9994 0.0011 0.0000 ShallowCNN_lfcc_I 1.000 1.000 0.9996 0.0004 0.0004