Construct · 1 fields · 1 citations

self-supervised learning: a standalone construct

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self-supervisedlearning1 CONSTRUCTSelf-supervised learningJING · MACHINE LEARNING

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Machine learning

learning representations from unlabeled data by solving pretext tasks whose labels are generated automatically from the data itself.

In machine learning, self-supervised learning refers to learning representations from unlabeled data by solving pretext tasks whose labels are generated automatically from the data itself. This meaning comes from Jing (2021) in IEEE Transactions on Pattern Analysis and Machine Intelligence.[1]

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Barlow Twins1 fields · 1 citationsanchor · a standalone constructbootstrap your own latent1 fields · 1 citationsanchor · a standalone constructdermoscopic pattern analysis1 fields · 1 citationsanchor · a standalone construct

References

  1. Jing, L., & Tian, Y. (2021). Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 43(11), 4037-4058. https://doi.org/10.1109/tpami.2020.2992393

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