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Dataset-Level Regularization for Joint-Embedding Self-Supervised Learning

Almpanakis, Konstantinos et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
Self-supervised joint embedding learning aligns representations of augmented views while regularizing their distribution to prevent collapse. Regularization aims to shape the overall representation distribution, but most joint embedding methods restrict its computation to the active minibatch. We pr
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