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Self-supervised pre-training extracted more transferable features compared with supervised pre-training. The blue and red dashed lines represent supervised pre-training and learning from scratch with standard deviation (shaded), respectively. 6 out of 14 SSL methods (in green) outperformed the supervised pre-training. All the reported methods had ResNet50 as the backbone.
