2013
DOI: 10.1121/1.4828821
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An image processing based paradigm for the extraction of tonal sounds in cetacean communications

Abstract: Dolphins and whales use tonal whistles for communication, and it is known that frequency modulation encodes contextual information. An automated mathematical algorithm could characterize the frequency modulation of tonal calls for use with clustering and classification. Most automatic cetacean whistle processing techniques are based on peak or edge detection or require analyst assistance in verifying detections. An alternative paradigm is introduced using techniques of image processing. Frequency information i… Show more

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Cited by 25 publications
(12 citation statements)
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“…A breakdown of the recordings is given in Table 1. For each howl, we traced the frequency modulation using a combination of manual and automatic extraction tools, using an image-processing ridge tracker (Kershenbaum & Roch 2013), or by fitting the harmonic peaks to a Lorentzian function (Root-Gutteridge et al 2014b).…”
Section: Methodsmentioning
confidence: 99%
“…A breakdown of the recordings is given in Table 1. For each howl, we traced the frequency modulation using a combination of manual and automatic extraction tools, using an image-processing ridge tracker (Kershenbaum & Roch 2013), or by fitting the harmonic peaks to a Lorentzian function (Root-Gutteridge et al 2014b).…”
Section: Methodsmentioning
confidence: 99%
“…Sources within the polygon were grouped together more conservatively (i.e., widely separated localizations would be considered separate sources), whereas those outside the polygon were grouped together even if they showed a large difference in range (but not bearing). The grouping analysis was performed separately by two of the investigators and the results compared for interobserver reliability using normalized mutual information, which provides a measure of classification agreement when classes are not shared between raters (Zhong and Ghosh, 2005;Kershenbaum and Roch, 2013).…”
Section: Assignment Of Single Source Casesmentioning
confidence: 99%
“…The lack of repeatability between judges is a drawback to qualitative studies. Algorithm-based software programs might prove a better method for complex whistle data (Kershenbaum & Roch, 2013;.…”
Section: Studying Whistlesmentioning
confidence: 99%