Automatic Segmentation of Multiple Organs on 3D CT Images by Using Deep Learning Approaches.
Automatic Segmentation of Multiple Organs on 3D CT Images by Using Deep Learning Approaches.
Xiangrong Zhou
2020 · DOI: 10.1007/978-3-030-33128-3_9
Advances in Experimental Medicine and Biology · 39 Citations
TLDR
This chapter evaluated and compared the segmentation performances of two different deep learning approaches based on 2D- and 3D deep convolutional neural networks (CNNs) without and with a pre-processing step, and showed better accuracy and robustness than the conventional segmentation method that used the probabilistic atlas algorithm.