Beyond Cats and Dogs: Semi-supervised Classification of fuzzy labels with overclustering

A long-standing issue with deep learning is the need for large and consistently labeled datasets. Although the current research in semi-supervised learning can decrease the required amount of annotated data by a factor of 10 or even more, this line of research still uses distinct classes like cats a...

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Veröffentlicht in:	arXiv.org 2021-10
Hauptverfasser:	Schmarje, Lars, Brünger, Johannes, Santarossa, Monty, Simon-Martin, Schröder, Kiko, Rainer, Koch, Reinhard
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Computer Vision and Pattern Recognition Datasets Image classification Labels Machine learning Plankton Substructures
Online-Zugang:	Volltext
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