A dynamical system as the source of augmentation in a deep learning problem

In this work we build a convolutional neural network capable of identifying individual birds by their songs. Since the actual data available from each individual is very limited, we use a dynamical system capable of synthesizing realistic songs, to generate surrogate-training data. The different syn...

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Bibliographic Details
Main Authors: P.L. Tubaro, G.B. Mindlin
Format: Article
Language:English
Published: Elsevier 2019-06-01
Series:Chaos, Solitons & Fractals: X
Online Access:http://www.sciencedirect.com/science/article/pii/S2590054419300107