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Robust Multicomponent Tracking of Ultrasonic Vocalizations

Communications dans un congrès

Auteurs : Reyhaneh Abbasi, Nicki Holighaus, Peter Balazs, Vincent Lostanlen, Dustin J. Penn, Sarah M. Zala.

Conférence : IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025)

Date de publication : 2025

Ridge trackingMultitaper reassignmentUltrasonic VocalizationsBioacoustics
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Abstract


Ultrasonic vocalizations (USV) convey information about individual identity and arousal status in mice. We propose to track USV as ridges in the time-frequency domain via a variant of timefrequency reassignment (TFR). The key idea is to perform TFR with empirical Wiener shrinkage and multitapering to improve robustness to noise. Furthermore, we perform TFR over both the short-term Fourier transform and the constant-Q transform so as to detect both the fundamental frequency and its harmonic partial (if any). Experimental results show that our approach effectively estimates multicomponent ridges with high precision and low frequency deviation.