Does Deep Active Learning Work in the Wild?

Simiao Ren, Saad Lahrichi, Yang Deng +3

Deep active learning (DAL) methods have shown significant improvements in sample efficiency compared to simple random sampling. While these studies are valuable, they nearly always…