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. Author manuscript; available in PMC: 2021 Jun 7.
Published in final edited form as: Deep Learn Med Image Anal Multimodal Learn Clin Decis Support (2017). 2017 Sep 9;2017:240–248. doi: 10.1007/978-3-319-67558-9_28

Table 1. Comparison of patch sizes and sample rate for the four networks.

  UNet TwoPathCNN DeepMedic HighResNet
Batch size 5 3 1 5 3 1 5 3 1 5 3 1
Initial patch size 56 64 88 51 63 85 51 63 87 51 63 85
Effective patch size 16 24 48 19 31 53 3 15 39 15 27 49
Imbalance ratio 0.52 0.33 0.15 0.29 0.25 0.16 0.20 0.01 0.002 0.02 0.01 0.003