Aligning Data Selection with Performance: Performance-driven Reinforcement Learning for Active Learning in Object Detection

Zhixuan Liang, Xingyu Zeng, Rui Zhao +1

Active learning strategies aim to train high-performance models with minimal labeled data by selecting the most informative instances for labeling. However, existing methods for as…