Segmentation and acquisition variability are known to affect radiomics robustness. This study explores whether incorporating an analysis of segmentation uncertainty into the radiomic pipeline can automatically mitigate these limitations, extracting features only from confidently segmented regions.

The impact of segmentation uncertainty on radiomics reproducibility to segmentation and acquisition variability in kidney MRI

Damiano Rossella
Primo
;
Scalco Elisa
Ultimo
2024

Abstract

Segmentation and acquisition variability are known to affect radiomics robustness. This study explores whether incorporating an analysis of segmentation uncertainty into the radiomic pipeline can automatically mitigate these limitations, extracting features only from confidently segmented regions.
2024
Istituto di Tecnologie Biomediche - ITB
Radiomics, Kidney MRI segmentation, Uncertainty quantification, Reproducibility
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/519523
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