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(2017) Accurate Lung Segmentation via Network-Wise Training of Convolutional Networks

Hwang S, Park S. Accurate Lung Segmentation via Network-Wise Training of Convolutional Networks[M]//Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Springer, Cham, 2017: 92-99.



1. Overview


In this paper, it proposed network-wise training



  • 3 Conv + 6 Resblock (15 layers)
  • dilation = 3 for the end of two residual blocks
  • conv-BN
  • global stride = 4
  • fewer parameters

1.1. Details

  • one fold (124 odd numbers) and one fold (123 even number)
  • one fold train, another test, then calc avg
  • resize to 256x256

1.2. Experiments