Deep action learning enables robust 3D segmentation of body organs in various CT and MRI images

Abstract In this study, we propose a novel point cloud based 3D registration and segmentation framework using reinforcement learning. An artificial agent, implemented as a distinct actor based on value networks, is trained to predict the optimal piece-wise linear transformation of a point cloud for...

Full description

Saved in:
Bibliographic Details
Main Authors: Xia Zhong, Mario Amrehn, Nishant Ravikumar, Shuqing Chen, Norbert Strobel, Annette Birkhold, Markus Kowarschik, Rebecca Fahrig, Andreas Maier
Format: article
Language:EN
Published: Nature Portfolio 2021
Subjects:
R
Q
Online Access:https://doaj.org/article/7b70a3b7650e4ff28f63408369c0ddec
Tags: Add Tag
No Tags, Be the first to tag this record!