Haruto Kuroda

On the Choice of Score Aggregation Functions for Anomalous Sound Detection

The standard autoencoder (AE) baseline for anomalous sound detection aggregates frame-level reconstruction errors by their mean, which can dilute localized anomalies in non-stationary machine sounds. We systematically compare four aggregation functions - mean, max, percentile-95, and variance - across all four machine...