A Deep Learning Approach to Vascular Structure Segmentation in Dermoscopy Colour Images

Figure 4

Illustration of the proposed system. (a) Image preprocessing involves black frame, hair and air bubble detection, removal or inpainting, and furthermore image normalization. (b) Patch extraction is carried out in a randomly sliding window with some overlap. (c) U-Net architecture construction and neural network training.