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. Author manuscript; available in PMC: 2020 Mar 11.
Published in final edited form as: IEEE Trans Med Imaging. 2019 Aug 13;39(3):753–763. doi: 10.1109/TMI.2019.2935018

TABLE III.

Quantitative evaluation of different training strategies on PROMISE12 challenge dataset.

Strategy DSC [%] P-Value
Target domain training only 88.76 0.00988
Direct mixing of source and target domains 87.78 0.01011
Mixing after resampling source domain data 89.81 0.00070
Fine-tuning after training in source domain 89.34 0.00192
Fine-tuning after training with resampling 89.68 0.00038
Domain adaptive network with cross entropy 90.38 0.00852
BOWDA-Net 92.54 ———