m-Skin Doctor: A Mobile Enabled System
for Early Melanoma Skin Cancer Detection
Using Support Vector Machine
Muhammad Aleem Taufiq
1
, Nazia Hameed
2(&)
, Adeel Anjum
1
,
and Fozia Hameed
3
1
COMSATS Institute of Information Technology, Islamabad, Pakistan
{aleem.taufiq,adeel.anjum}@comsats.edu.pk
2
Anglia Ruskin University, Chelmsford, UK
nazia.hameed@pgr.anglia.ac.uk
3
King Khalid University, Abha, Saudi Arabia
fhameed@kku.edu.sa
Abstract. Early detection of skin cancer is very important as it is one of the
dangerous form of cancer spreading vigorously among humans. With the
advancement of mobile technology; mobile enabled skin cancer detection sys-
tems are really demanding but currently very few real time skin cancer detection
systems are available for general public and mostly available are the paid. In this
paper authors proposed a real time mobile enabled health care system for the
detection of skin melanoma for general users. Proposed system is developed
using computer vision and image processing techniques. Noise is removed by
applying the Gaussian filter. For segmentation Grab Cut algorithm is used.
Support Vector Machine (SVM) is applied as a classification technique on the
texture features like area, perimeter, eccentricity etc. The sensitivity and
specificity rate achieved by the m-Skin Doctor is 80% and 75% respectively.
The average time consumed by the application for classifying one image is
14938 ms.
Keywords: Skin cancer Á Melanoma Á Computer aided systems Á Mobile
application Á Health care systems Á Machine learning
1 Introduction
Human skin consists of different layers with unique, distinct functions and optical
properties. Epidermis being an outermost layer protects the human from harmful
sunlight and ultraviolet (UV) radiations. It largely composes of the connecting tissues
and also contains melanin producing cells, melanocytes and melanin; product of
melanocytes and its producing cells as shown in Fig. 1. Melanin is the pigment which
absorbs the light in the ultra violet spectrum and protects the deeper layers of the skin.
Then come the dermis layer; which is made up of collagen fibers and it contains
sensors, receptors, nerve ends and the blood vessels [1].
Skin cancer is the abnormal growth of tissues in the skin. At present the skin
abnormal tissues are mainly classified in two types: benign and malignant. Benign
© ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 2017
K. Giokas et al. (Eds.): eHealth 2016, LNICST 181, pp. 468–475, 2017.
DOI: 10.1007/978-3-319-49655-9_57