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  Deep CT to MR Synthesis Using Paired and Unpaired Data

  • Published on: May, 2019
  • Wonmo Jung, In Ho Han, Hakil Kim, Xuenan Cui, Cheng-Bin Jin, Jae Il Lee, Seongsu Joo, Mingjie Liu, Eunsik Park...
  • Code Available

  Magnetic resonance (MR) imaging plays a highly important role in radiotherapy treatment planning for the segmentation of tumor volumes and organs. How ...

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  Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification

  • Published on: August, 2018
  • Zhangyang Wang, Dong Liu, Qing Ling, Xiaofeng Zhang
  • Code Available

  Deep learning has revolutionized the performance of classification, but in many settings where either massively annotating labels is a labor-intensive ...

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  DC2Anet: Generating Lumbar Spine MR Images from CT Scan Data Based on Semi-Supervised Learning

  • Published on: December, 2018
  • Jung Hwan Lee, In Ho Han, Hakil Kim, Xuenan Cui, Cheng-Bin Jin, Jae Il Lee, Seongsu Joo, Mingjie Liu, Eunsik P...
  • Code Available

  Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) are widely used in many clinical applications. MRI plays an important role in diagnosis ...