Anomalous Sound Detection on DCASE T2 DG 2023 (sec dev)
66.3HMeanAdaBEAM
Evaluation results
| Method | Links | |
|---|---|---|
| AdaBEAMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 66.3 | |
| BEAMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 66.1 | |
| Global matching baselineFeature Type=EAT-Large, Training Type=Training-free, Source=Reported in [13]2026.03 | 65 | |
| Global matching baselineFeature Type=BEATs-iter3, Training Type=Training-free, Source=Reported in [13]2026.03 | 64.8 | |
| AdaBEAMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 64.2 | |
| BEAMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 64 | |
| Global matching baseline + DMMFeature Type=BEATs-iter3, Training Type=Training-free2026.03 | 64 | |
| BEAMFeature Type=EAT, Training Type=Training-free2026.03 | 63.9 | |
| AdaBEAMFeature Type=EAT, Training Type=Training-free2026.03 | 63.9 | |
| Global matching baselineFeature Type=BEATs-iter3, Training Type=Training-free, Source=Our implementation2026.03 | 63.8 | |
| UnlabeledASDTraining Type=Task-specific training, Source=PL2026.03 | 63.5 | |
| Global matching baseline + DMMFeature Type=EAT-Large, Training Type=Training-free2026.03 | 61.9 | |
| Global matching baseline + DMMFeature Type=EAT, Training Type=Training-free2026.03 | 61.6 | |
| Global matching baselineFeature Type=EAT-Large, Training Type=Training-free, Source=Our implementation2026.03 | 61.5 | |
| Global matching baselineFeature Type=EAT, Training Type=Training-free2026.03 | 61.3 | |
| BEAMFeature Type=LPC Spectrum, Training Type=Training-free2026.03 | 60.6 | |
| Global matching baselineFeature Type=LPC Spectrum, Training Type=Training-free2026.03 | 58.6 | |
| AdaBEAMFeature Type=MFCC, Training Type=Training-free2026.03 | 57 | |
| AETraining Type=Task-specific training2026.03 | 56.9 | |
| AdaBEAMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 56.9 | |
| BEAMFeature Type=MFCC, Training Type=Training-free2026.03 | 56.8 | |
| BEAMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 56.3 | |
| Global matching baseline + DMMFeature Type=Log-Mel, Training Type=Training-free2026.03 | 53.3 | |
| Global matching baseline + DMMFeature Type=MFCC, Training Type=Training-free2026.03 | 53 | |
| Global matching baselineFeature Type=MFCC, Training Type=Training-free2026.03 | 52.5 | |
| Global matching baselineFeature Type=Log-Mel, Training Type=Training-free2026.03 | 51.7 |