Survey on Self-Supervised Learning: Auxiliary Pretext Tasks and Contrastive Learning Methods in Imaging
Although deep learning algorithms have achieved significant progress in a variety of domains, they require costly annotations on huge datasets. Self-supervised learning (SSL) using unlabeled data has emerged as an alternative, as it eliminates manual annotation. To do this, SSL constructs feature re...
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Format: | Article |
Language: | English |
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MDPI AG
2022-04-01
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Series: | Entropy |
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Online Access: | https://www.mdpi.com/1099-4300/24/4/551 |