The rapid development of deep learning in recent years is largely due to the rapid increase in the scale of data. The availability of large amounts of data is revolutionary for model training by the ...

Self-supervised models generate implicit labels from unstructured data rather than relying on labeled datasets for supervisory signals. Self-supervised learning (SSL), a transformative subset of ...

A screenshot of mislabeled images from ImageNet, a dataset used to test machine learning systems. In one instance, it applied a "nipple" label to a photo of a baby. The datasets, which have each been ...