Merging test recordings across machines without identity labels at inference time degrades ASD performance in a manner strongly correlated with each method's implicit machine identification accuracy.
Description and discussion on DCASE 2023 Challenge Task 2: First-shot unsupervised anomalous sound detection for machine condition monitoring,
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How Much Does Machine Identity Matter in Anomalous Sound Detection at Test Time?
Merging test recordings across machines without identity labels at inference time degrades ASD performance in a manner strongly correlated with each method's implicit machine identification accuracy.