Scaling down annotation needs: The capacity of self-supervised learning on diatom classification

Summary: In the field of life sciences, diatoms are essential biomarkers for assessing environmental health. Recent advancements in deep learning have transformed the traditionally laborious process of diatom classification through light microscopy. However, commonly used supervised learning methodo...

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Bibliographic Details
Main Authors: Mingkun Tan, Daniel Langenkämper, Michael Kloster, Tim W. Nattkemper
Format: Article
Language:English
Published: Elsevier 2025-04-01
Series:iScience
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Online Access:http://www.sciencedirect.com/science/article/pii/S2589004225004973
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