Revisiting Unknowns: Towards Effective and Efficient Open-Set Active Learning

Chen-Chen Zong, Yu-Qi Chi, Xie-Yang Wang +2

Open-set active learning (OSAL) aims to identify informative samples for annotation when unlabeled data may contain previously unseen classes-a common challenge in safety-critical…