Anomalous Sound Detection on DCASE 2025 (dev)
60.96Harmonic Mean AUC (Target Domain)oracle (per machine, post hoc)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| oracle (per machine, post hoc)Backbone=frozen BEATs, Pooling=mean pooling2026.06 | 60.96 | — | |
| best fixed backend (d.-n. kNN)Backbone=frozen BEATs, Pooling=mean pooling2026.06 | 60.96 | — | |
| fusion Z-MINBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 59.01 | — | |
| expected blind pickBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 43.53 | — | |
| fusion z-meanBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 40.21 | — | |
| fusion z-maxBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 39.27 | — | |
| pseudo-validation selectionBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 35.51 | — | |
| worst per machineBackbone=frozen BEATs, Pooling=mean pooling2026.06 | 32.73 | — | |
| BEATstraining-free=true, pooling=Hybrid RDP+GeM2026.03 | — | 64 | |
| Dashengtraining-free=true, pooling=Hybrid RDP+GeM2026.03 | — | 61.3 | |
| DCASE2025 Challenge winnertraining-free=false2026.03 | — | 60.9 | |
| EATtraining-free=true, pooling=Hybrid RDP+GeM2026.03 | — | 63 | |
| Fujimura et al.training-free=false2026.03 | — | 64.9 | |
| openL3training-free=true, pooling=Hybrid RDP+GeM2026.03 | — | 60.6 |