O-MedAL: Online active deep learning for medical image analysis

Asim Smailagic, Pedro Costa, Alex Gaudio, Kartik Khandelwal, Mostafa Mirshekari, Jonathon Fagert, Devesh Walawalkar, Susu Xu, Adrian Galdran, Pei Zhang, Aurélio Campilho, Hae Young Noh

Abstract: We present a novel online active learning (AL) framework for efficiently training deep supervised models in an AL setting. Online MedAL significantly enhances its underlying baseline model in our exp...