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In this paper we propose the use of such computational modules for extracting invariant and discriminative audio representations.
To do so, we first generate sparse audio representations we call spikegrams, using projections on gammatone/gammachirp kernels that generate neural spikes.
We present the main theoretical and computational aspects of a framework for unsupervised learning of invariant audio representations, empirically evaluated on music genre classification.
A better categorization of sounds based on their expressiveness will provide guidance for designing improved nonspeech audio representations of concepts.
In this work, we employ a CNN trained for large-scale object classification to gain insights about the contribution of various audio representations that guide sound perception.
These results have been obtained by employing either the fusion of the cortical features, the MFCCs, and the chroma features or the fusion of the former two audio representations.
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"In some cases this audio representation is clearer than the visual representation," he said.
Using data collected by ERG PhD student Valeri Vasquez and other researchers at UC Berkeley, sonification artist Chris Chafe composed this audio representation of climate change, specifically the correlation between CO2 concentration and global temperatures.
The FS-HMM is utilized in [43] for speech separation and polyphonic audio representation.
To filter our list to words that are good candidates for audio representation, five people from the Princeton Human Computer Interface and SoundLab gave an "audioability" (the ability to be conveyed by nonspeech audio) rating for each word.
The texture should provide an audio representation of the location from which the source signal comes from by having the same generic acoustic properties and types of sound events that are characteristic to the location.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com