CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss

Dileepa Pitawela, Gustavo Carneiro, Hsiang-Ting Chen

In ordinal classification, misclassifying neighboring ranks is common, yet the consequences of these errors are not the same. For example, misclassifying benign tumor categories is…