On the link between generative semi-supervised learning and generative open-set recognition

This study investigates the relationship between semi-supervised learning (SSL, which is training off partially labelled datasets) and open-set recognition (OSR, which is classification with simultaneous novelty detection) under the context of generative adversarial networks (GANs). Although no prev...

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Bibliographic Details

Published in:	Scientific African
Main Authors:	Emile-Reyn Engelbrecht, Johan A. du Preez
Format:	Article
Language:	English
Published:	Elsevier 2023-11-01
Subjects:	Inductive classification Novelty detection Open-set recognition Semi-supervised learning Generative modelling GANs
Online Access:	http://www.sciencedirect.com/science/article/pii/S2468227623003587