Abstract: The performance of discriminative machine-learning classifiers, such as neural networks, is limited by training label inconsistencies. Even expert-based annotations can suffer from label ...

Abstract: Computer vision allows machines to read and analyze visual information, driving applications ranging from medical imaging to autonomous systems. Such applications depend on the quality of ...