Table 3.

Test accuracy on deformed CIFAR10 images, using a single-layer classifier trained with SSL embeddings or a network with supervised learning directly.

Size of training data	SSL with Contr. Hinge	Supervised
50000	59.34%	53.83%
5000	52.84%	43.27%

Training data refers to “normal” CIFAR10 images.