Consistent Segmentation of Longitudinal Brain MR Images with Spatio-Temporal Constrained Networks

• Published in: Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 Vol. 12901; pp. 89 - 98
• Main Authors: Wei, Jie, Shi, Feng, Cui, Zhiming, Pan, Yongsheng, Xia, Yong, Shen, Dinggang
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Brain MR images; Consistent longitudinal segmentation; Semi-supervised learning

Accurate and consistent segmentation of longitudinal brain magnetic resonance (MR) images is of great importance in studying brain morphological and functional changes over time. However, current available brain segmentation methods, especially deep learning methods, are mostly trained with cross-se...