Research Article

An End-to-End Data-Adaptive Pancreas Segmentation System with an Image Quality Control Toolbox

Table 4

Adaptation performance of the system on the Zheyi dataset, where “sup-pixel” refers to superpixel reconstruction and “” indicates without. The maximum value is presented in bold.

Labeled datasetUnlabeled datasetImage process optionsTest adaptationTest with adaptation value of DSC
Mean DSC (%)mIoU (%)Mean DSC (%)mIoU (%)

NIH-TCIAZheyiRaw images58.7941.6312.9372.7357.157.263.13e-4
Rotation62.7345.709.3774.9160.005.573.26e-7
Sup-pixel61.5844.4911.4473.6458.286.894.55e-3
Rotation + sup-pixel61.9544.8810.1675.4360.556.347.85e-6