Patent · US Active

Hierarchical systems and methods for image segmentation

US11334995B2 · kind B2 · utility

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1References
20Claims
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Key dates

Filing dateSep 8, 2020
Grant dateMay 17, 2022
Priority date
Expiry dateNov 28, 2040

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06V2201/03
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Described herein are systems, methods and instrumentalities associated with image segmentation. The systems, methods and instrumentalities have a hierarchical structure for producing a coarse segmentation of an anatomical structure and then refining the coarse segmentation based on a shape prior of the anatomical structure. The coarse segmentation may be generated using a multi-task neural network and based on both a segmentation loss and a regression loss. The refined segmentation may be obtained by deforming the shape prior using one or more of a shape-based model or a learning-based model.

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