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On the uncertainty in the segmentation of ultrasound images reconstructed with the total focusing method

Authors :
Simon Schmid
Haoyu Wei
Christian U. Grosse
Source :
SN Applied Sciences, Vol 5, Iss 4, Pp 1-11 (2023)
Publication Year :
2023
Publisher :
Springer, 2023.

Abstract

Article Highlights This study uses neural networks to probabilistically segment TFM images and investigate uncertainty. The probabilistic U-Net outperforms other models, and high uncertainty is found in the shadow zone, reflections, and small defects. Three different defect types are investigated.

Details

Language :
English
ISSN :
25233963 and 25233971
Volume :
5
Issue :
4
Database :
Directory of Open Access Journals
Journal :
SN Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.f48e09e1074120beec2a5548ab83e4
Document Type :
article
Full Text :
https://doi.org/10.1007/s42452-023-05342-7