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. Author manuscript; available in PMC: 2020 Sep 1.
Published in final edited form as: IEEE Trans Med Imaging. 2016 Nov 9;36(2):674–683. doi: 10.1109/TMI.2016.2621185

Table I. DeepCut parameters.

Parameter Value
Convolutional Neural Network

Patch size (px x py x pz) 33 x 33 x 3
Learning rate η 0.015
NEpochs (Brain) 500
NEpochs (Lungs) 250
NEpochs per DeepCut iteration 50
NBatch 105 patches per Epoch
NMini–batch 5000 patches

Densely-connected CRF

ω 1,ω 2 5.0
θα 10.0
θβ (Brain) 20.0
θβ (Lungs) 0.1
θ γ (Brain) 1.0
θ γ (Lungs) 0.1
NIterations 5

GrabCut (see [1])

γ (Brain) 2.5
γ (Lungs) 1.0
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