Deep active learning (DeepAL) extends supervised deep learning to human-machine interactive scenarios with limited annotation budgets. Most existing DeepAL approaches for visual recognition fail to ...

Recent years have witnessed the great progress of drone-view object detection in both economic and military applications. Generally, the good performance of drone-view object detection requires a ...

A system that often views Active Learning as a luxury, not a necessity. Unfortunately, we are trapped in a framework that discourages innovation, punishes mistakes and rewards “obedience” over active ...