Anomalous Sound Detection on DCASE 2020 (dev)
94.2Official Performance MetricWilkinghoff et al.
Evaluation results
| Method | Links | |
|---|---|---|
| Wilkinghoff et al.training-free=false2026.03 | 94.2 | |
| Han et al.training-free=false2026.03 | 91.1 | |
| Jiang et al.training-free=false2026.03 | 90.9 | |
| Wilkinghofftraining-free=false2026.03 | 90.7 | |
| Fujimura et al.training-free=false2026.03 | 90.4 | |
| Liu et al.training-free=false2026.03 | 89.4 | |
| Hou et al.training-free=false2026.03 | 88.8 | |
| AdaBEAMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 87.6 | |
| BEAMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 86.9 | |
| BEATstraining-free=true, pooling=Hybrid RDP+GeM2026.03 | 86.8 | |
| AdaBEAMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 84.7 | |
| AdaBEAMFeature Type=EAT, Training Type=Training-free2026.03 | 84.4 | |
| BEAMFeature Type=EAT, Training Type=Training-free2026.03 | 84.3 | |
| BEAMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 84.2 | |
| Global matching baseline + DMMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 82.8 | |
| Global matching baselineFeature Type=BEATs-iter3, Training Type=Training-free, Source=Our implementation2026.03 | 82.1 | |
| Wilkinghoff et al. (BEATs)training-free=true2026.03 | 81.5 | |
| Global matching baselineFeature Type=BEATs-iter3, Training Type=Training-free, Source=Reported in [13]2026.03 | 81.5 | |
| Dashengtraining-free=true, pooling=Hybrid RDP+GeM2026.03 | 80.9 | |
| AdaBEAMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 80.6 | |
| openL3training-free=true, pooling=Hybrid RDP+GeM2026.03 | 80.5 | |
| Global matching baselineFeature Type=EAT-Large, Training Type=Training-free, Source=Reported in [13]2026.03 | 79.3 | |
| EATtraining-free=true, pooling=Hybrid RDP+GeM2026.03 | 79.1 | |
| Global matching baseline + DMMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 79.1 | |
| Global matching baseline + DMMFeature Type=EAT, Training Type=Training-free2026.03 | 78.5 | |
| AudDSRTraining Type=Task-specific training2026.03 | 78.2 | |
| Global matching baselineFeature Type=EAT-Large, Training Type=Training-free, Source=Our implementation2026.03 | 78.2 | |
| BEAMFeature Type=LPC Spectrum, Training Type=Training-free2026.03 | 77.9 | |
| Global matching baselineFeature Type=EAT, Training Type=Training-free2026.03 | 77.8 | |
| AdaBEAMFeature Type=MFCC, Training Type=Training-free2026.03 | 77.6 | |
| Global matching baseline + DMMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 77.4 | |
| BEAMFeature Type=MFCC, Training Type=Training-free2026.03 | 77.1 | |
| Fujimura et al. (BEATs)training-free=true2026.03 | 76.9 | |
| Global matching baselineFeature Type=LPC Spectrum, Training Type=Training-free2026.03 | 76.8 | |
| BEAMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 76.7 | |
| Global matching baseline + DMMFeature Type=MFCC, Training Type=Training-free2026.03 | 76.6 | |
| Saengthong et al. (BEATs)training-free=true, domain-wise standardization=true2026.03 | 74.7 | |
| Global matching baselineFeature Type=BEATs-iter3, Training Type=Training-free, Source=Reported in [9]2026.03 | 74.7 | |
| PAETraining Type=Task-specific training2026.03 | 74.2 | |
| Global matching baselineFeature Type=MFCC, Training Type=Training-free2026.03 | 74.2 | |
| Wilkinghoff (STFT)training-free=true2026.03 | 73.6 | |
| Global matching baselineFeature Type=Log-Mel, Training Type=Training-free2026.03 | 73.1 | |
| ANP-IDNNTraining Type=Task-specific training2026.03 | 71.8 | |
| AE-IDNNTraining Type=Task-specific training2026.03 | 71.5 | |
| Koizumi et al.training-free=false2026.03 | 66.6 | |
| AETraining Type=Task-specific training2026.03 | 66.6 |