JOURNAL ARTICLE

Skin lesion image segmentation using a color genetic algorithm

Abstract

The development of computer-aided diagnosis systems for skin cancer detection has attracted a lot of interest in the research community. In particular, the availability of an accurate automatic segmentation tool for detecting skin lesions from background skin is of primary importance for the overall diagnosis system. In this paper we investigate the capability of a color image segmentation method based on Genetic Algorithms in discriminating skin lesions. Experimental results show that the segmentation approach is able to detect lesion borders quite accurately, thus coupled with a merging technique of the surrounding region could reveal a promising method for isolating skin tumor.

Keywords:
Segmentation Artificial intelligence Image segmentation Computer science Skin lesion Skin cancer Computer vision Scale-space segmentation Pattern recognition (psychology) Skin color Genetic algorithm Cancer Dermatology Machine learning Medicine

Metrics

13
Cited By
0.49
FWCI (Field Weighted Citation Impact)
25
Refs
0.66
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cutaneous Melanoma Detection and Management
Health Sciences →  Medicine →  Oncology
Optical Coherence Tomography Applications
Physical Sciences →  Engineering →  Biomedical Engineering
Digital Imaging for Blood Diseases
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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