Gabor Frames and Deep Scattering Networks in Audio Processing

Gabor Frames and Deep Scattering Networks in Audio Processing

This paper introduces Gabor scattering, a feature extractor based on Gabor frames and Mallat’s scattering transform. By using a simple signal model for audio signals, specific properties of Gabor scattering are studied. It is shown that, for each layer, specific invariances to certain sign...

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Bibliographic Details
Main Authors: Roswitha Bammer, Monika Dörfler, Pavol Harar
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Axioms
Subjects:
machine learning
scattering transform
gabor transform
deep learning
time-frequency analysis
cnn
Online Access:https://www.mdpi.com/2075-1680/8/4/106

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