Unsupervised Domain Adaptation in Brain Lesion Segmentation with Adversarial Networks

• Published in: Information Processing in Medical Imaging Vol. 10265; pp. 597 - 609
• Main Author: Niethammer, Marc
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2017; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Convolutional Neural Network; Domain Adaptation; Source Domain; Target Domain; Transfer Learning

Significant advances have been made towards building accurate automatic segmentation systems for a variety of biomedical applications using machine learning. However, the performance of these systems often degrades when they are applied on new data that differ from the training data, for example, du...