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