Table 1.
Configuration Name | Pipeline | RoI Model | Training Data | Data Augmentation |
---|---|---|---|---|
Base | EczemaNet1 | A faster R-CNN | AD crops | No |
Skin | EczemaNet2 | A U-Net | Skin segmentation masks | No |
AD | AD segmentation masks | No | ||
AD/skin | 2 U-Nets | AD and skin segmentation masks | No | |
AD/skin+Pix2Pix | AD and skin segmentation masks | Pix2Pix | ||
AD/skin+DA | AD and skin segmentation masks | Traditional |
Abbreviations: AD, atopic dermatitis; CNN, convolutional neural network; RoI, region of interest.