Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization

• Published in: Machine Learning in Medical Imaging pp. 1 - 8
• Main Authors: Ren, Xuhua, Zhang, Lichi, Wei, Dongming, Shen, Dinggang, Wang, Qian
• Format: Book Chapter
• Language: English
• Published: Cham Springer International Publishing 10.10.2019
• Series: Lecture Notes in Computer Science

Medical image segmentation is challenging especially in dealing with small dataset of 3D MR images. Encoding the variation of brain anatomical structures from individual subjects cannot be easily achieved, which is further challenged by only a limited number of well labeled subjects for training. In...