Melanoma recognition in dermoscopy images using lesion's peripheral region information.

•A high precision system for melanoma recognition based on dermoscopic images.•Limiting the complex texture features to the lesion area only.•Introducing a set of features based on the lesion’s peripheral region.•New features do not need further segmentation of dermoscopic structures.•New features are robust against lesion’s scale, orientation, location, and shape variation.