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Deep Image-to-Image Network Learning for Medical Image Analysis

  • US 20170277981A1
  • Filed: 06/09/2017
  • Published: 09/28/2017
  • Est. Priority Date: 01/08/2016
  • Status: Active Grant
First Claim
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1. A method for automatically performing a medical image analysis task on a medical image of a patient, comprising:

  • receiving an input medical image of a patient; and

    automatically generating an output image that provides a result of a target medical image analysis task on the input medical image using a trained deep image-to-image network (DI2IN), wherein the DI2IN uses a conditional random field (CRF) energy function to estimate the output image based on the input medical image and uses a trained deep learning network to model unary and pairwise terms of the CRF energy function.

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