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.
ToyADMOS2#: Yet another dataset for the DCASE2024 challenge task 2 first-shot anomalous sound detection,
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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.