Spherical U-Net on Cortical Surfaces: Methods and Applications

• Published in: Information Processing in Medical Imaging Vol. 11492; pp. 855 - 866
• Main Authors: Zhao, Fenqiang, Xia, Shunren, Wu, Zhengwang, Duan, Dingna, Wang, Li, Lin, Weili, Gilmore, John H., Shen, Dinggang, Li, Gang
• Format: Book Chapter Journal Article
• Language: English
• Published: Switzerland Springer International Publishing AG 01.01.2019; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Convolutional Neural Network; Cortical surface; Parcellation; Prediction; Spherical U-Net; Convolutional Neural Network; Cortical Surface; Parcellation; Spherical U-Net; Prediction
• ISBN: 3030203506; 9783030203504
• ISSN: 0302-9743; 1011-2499; 1611-3349
• DOI: 10.1007/978-3-030-20351-1_67

Convolutional Neural Networks (CNNs) have been providing the state-of-the-art performance for learning-related problems involving 2D/3D images in Euclidean space. However, unlike in the Euclidean space, the shapes of many structures in medical imaging have a spherical topology in a manifold space, e...