Medical image segmentation with uncertainty estimation

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United States of America Patent

PATENT NO 11508061
APP PUB NO 20210264589A1
SERIAL NO

16796156

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Abstract

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Systems and methods for generating a segmentation mask of an anatomical structure, along with a measure of uncertainty of the segmentation mask, are provided. In accordance with one or more embodiments, a plurality of candidate segmentation masks of an anatomical structure is generated from an input medical image using one or more trained machine learning networks. A final segmentation mask of the anatomical structure is determined based on the plurality of candidate segmentation masks. A measure of uncertainty associated with the final segmentation mask is determined based on the plurality of candidate segmentation masks. The final segmentation mask and/or the measure of uncertainty are output.

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Patent Owner(s)

  • SIEMENS HEALTHCARE GMBH

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Gulsun, Mehmet Lawrenceville, US 1 1
Jacob, Athira Plainsboro, US 3 2
Sharma, Puneet Princeton Junction, US 327 5248

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