Towards Controlled Data Augmentations for Active Learning

Jianan Yang, Haobo Wang, Sai Wu, Gang Chen, Junbo Zhao

Abstract: The mission of active learning is to identify the most valuable data samples, thus attaining decent performance with much fewer samples. The data augmentation techniques seem straightforward yet pr...