Deep learning multi-organ segmentation for whole mouse cryo-images including a comparison of 2D and 3D deep networks

Abstract Cryo-imaging provided 3D whole-mouse microscopic color anatomy and fluorescence images that enables biotechnology applications (e.g., stem cells and metastatic cancer). In this report, we compared three methods of organ segmentation: 2D U-Net with 2D-slices and 3D U-Net with either 3D-whole...

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Bibliographic Details
Main Authors: Yiqiao Liu, Madhusudhana Gargesha, Bryan Scott, Arthure Olivia Tchilibou Wane, David L. Wilson
Format: Article
Language:English
Published: Nature Portfolio 2022-09-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-19037-3