Table 7 Effect of preprocessing on the performance of proposed skin lesion segmentation system.

From: Melanoma segmentation using deep learning with test-time augmentations and conditional random fields

Method

Model

Jaccard index

With preprocessing

UNet

82.84

ResUNet

79.34

ResUNet++

82.45

Without preprocessing

UNet

81.39

ResUNet

79.15

ResUNet++

81.88