Deep Active Learning: A Reality Check

Edrina Gashi, Jiankang Deng, Ismail Elezi

We conduct a comprehensive evaluation of state-of-the-art deep active learning methods. Surprisingly, under general settings, no single-model method decisively outperforms entropy-…