Related Experiment Video
Updated: Jul 24, 2026

Targeted Training of Ultrasonic Vocalizations in Aged and Parkinsonian Rats
Published on: August 8, 2011
Detection of cetacean and fish sounds using normalized summation of harmonics and spectrogram masking
Jacques van Wyk1, Jaco Versfeld1, Johan du Preez1
1Electric & Electronic Engineering, Stellenbosch University, Stellenbosch, 7600, South Africajvanwyk40@gmail.com, djjversfeld@sun.ac.za, dupreez@sun.ac.za.
Abstract:
There is a growing interest in the ability to detect and classify animal vocalizations in large scale bioacoustic databases for the purposes of conservation and research. To aid in this, two methods are proposed for the quick and accurate detection of harmonic cetacean and fish vocalizations: Normalized summation of sound harmonics and spectrogram masking. These methods utilize a normalization scheme that enables robust performance, achieving 30% more precision and recall than traditional spectrogram cross correlation in the presence of wideband noise and low signal-to-noise ratios. The proposed methods also perform up to 135 times faster than spectrogram cross correlation.

