Comparison of semi-supervised deep learning algorithms for audio classification

Abstract In this article, we adapted five recent SSL methods to the task of audio classification. The first two methods, namely Deep Co-Training (DCT) and Mean Teacher (MT), involve two collaborative neural networks. The three other algorithms, called MixMatch (MM), ReMixMatch (RMM), and FixMatch (F...

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Bibliographic Details
Main Authors: Léo Cances, Etienne Labbé, Thomas Pellegrini
Format: Article
Language:English
Published: SpringerOpen 2022-09-01
Series:EURASIP Journal on Audio, Speech, and Music Processing
Subjects:
Online Access:https://doi.org/10.1186/s13636-022-00255-6