DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning

Jiaxin Guo, C. L. Philip Chen, Shuzhen Li +1

Cold-start active learning (CSAL) selects valuable instances from an unlabeled dataset for manual annotation. It provides high-quality data at a low annotation cost for label-scarc…