Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition

Matthias Perkonigg, Johannes Hofmanninger, Georg Langs

Imaging in clinical routine is subject to changing scanner protocols, hardware, or policies in a typically heterogeneous set of acquisition hardware. Accuracy and reliability of de…