Right whales up-call detection using deep classifiers over underwater noisy recordings

This project evaluates the potential of Convolutional Neural Networks in classifying Right Whales' Up-Calls from short audio clips of environmental sounds. Two deep models with different architectures are presented evaluating them over different preprocesses on the same dataset and different me...

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Bibliographic Details
Main Author: Rodriguez Molinuevo, Jorge
Other Authors: Universitat Politècnica de Catalunya. Departament de Ciències de la Computació, Universitat de Barcelona. Facultat de Matemàtiques i Informàtica, Universitat Rovira i Virgili. Escola Tècnica Superior d'Enginyeria, Romero Merino, Enrique, Houégnigan, Ludwig
Format: Master Thesis
Language:English
Published: Universitat Politècnica de Catalunya 2019
Subjects:
Àrees temàtiques de la UPC::Informàtica
Machine learning
Neural networks (Computer science)
Signal processing
Eubalaena glacialis
convolutional neural networks
deep learning
whale recognition
bioacoustics
Aprenentatge automàtic
Xarxes neuronals (Informàtica)
Tractament del senyal
Online Access:http://hdl.handle.net/2117/175744
Description
Summary:This project evaluates the potential of Convolutional Neural Networks in classifying Right Whales' Up-Calls from short audio clips of environmental sounds. Two deep models with different architectures are presented evaluating them over different preprocesses on the same dataset and different metrics.

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