Abstract: Highlights•We propose the CTF-Bilateral Filter, which leverages time-frequency weighting to enhance anomaly detection.•We introduce the Flat-Dual Window to minimize similarity effects and better capture acoustic characteristics.•Our method significantly boosts anomalous sound detection, particularly for non-stationary signals.
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