On compositions of transformations in contrastive self-supervised learning

On compositions of transformations in contrastive self-supervised learning

In the image domain, excellent representations can be learned by inducing invariance to content-preserving transformations via noise contrastive learning. In this paper, we generalize contrastive learning to a wider set of transformations, and their compositions, for which either invariance or disti...

Detaylı Bibliyografya
Asıl Yazarlar:	Yuki M. Asano, YM, Patrick, M, Kuznetsova, P, Fong, R, Henriques, JF, Zweig, G, Vedaldi, A
Materyal Türü:	Conference item
Dil:	English
Baskı/Yayın Bilgisi:	IEEE 2022

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