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Classification of lung nodules in CT scans using three-dimensional deep convolutional neural networks with a checkpoint ensemble method.

Hwejin JungBumsoo KimInyeop LeeJunhyun LeeJaewoo Kang
Published in: BMC medical imaging (2018)
The result demonstrates that our method of using a 3D DCNN with shortcut connections, a 3D DCNN with dense connections, and the checkpoint ensemble method is effective for capturing 3D features of nodules and distinguishing nodules between non-nodules.
Keyphrases
  • convolutional neural network
  • deep learning
  • dna damage
  • computed tomography
  • cell cycle
  • machine learning
  • contrast enhanced
  • magnetic resonance imaging
  • dual energy
  • magnetic resonance