A benchmark of supervised, self-supervised, and semi-supervised contrastive learning on CIFAR-10 and EuroSAT shows labeling energy can dominate training energy, with semi-supervised CCSSL providing a favorable accuracy-energy trade-off.
Momentum contrast for unsupervised visual representation learning,
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Self-Supervised Learning at the Edge: The Cost of Labeling
A benchmark of supervised, self-supervised, and semi-supervised contrastive learning on CIFAR-10 and EuroSAT shows labeling energy can dominate training energy, with semi-supervised CCSSL providing a favorable accuracy-energy trade-off.