Deep convolutional neural network with self-transfer learning

  • US 11,074,687 B2
  • Filed: 09/17/2019
  • Issued: 07/27/2021
  • Est. Priority Date: 10/24/2017
  • Status: Active Grant
First Claim
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1. A convolutional neural network system, comprising:

  • a memory that stores computer executable components;

    a processor that executes computer executable components stored in the memory, wherein the computer executable components comprise;

    a machine learning component that performs a first convolutional layer process associated with sequential downsampling of medical imaging data followed by a second convolutional layer process associated with sequential upsampling of the medical imaging data to facilitate generation of learned medical imaging output regarding an anatomical region, wherein a first convolutional layer of the first convolutional layer process corresponds to a last convolutional layer of the second convolutional layer process; and

    a medical imaging diagnosis component that predicts a medical condition associated with the anatomical region based on the learned medical imaging output.

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