Evaluation of Barlow Twins and VICReg self-supervised learning for sound patterns of bird and anuran species

Taking advantage of the structure of large datasets to pre-train Deep Learning models is a promising strategy to decrease the need for supervised data. Self-supervised learning methods, such as contrastive and its variation are a promising way towards obtaining better representations in many Deep Le...

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Veröffentlicht in:	arXiv.org 2023-12
Hauptverfasser:	Fábio Felix Dias, Moacir Antonelli Ponti, Ribeiro, Mílton Cezar, Minghim, Rosane
Format:	Artikel
Sprache:	eng
Schlagworte:	Annotations Datasets Deep learning Self-supervised learning
Online-Zugang:	Volltext
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