International Journal of Biomedical Imaging / 2013 / Article / Tab 5

Review Article

Computer Aided Diagnostic Support System for Skin Cancer: A Review of Techniques and Algorithms

Table 5

Summary of classification performance of some skin cancer detection methods.

SourceyearNo. of features selectedClassifierTotal imagesMelanoma %Dysplastic nevi %BenignSens %Spec %Accuracy

[249]1993CART35362389488
[49]1994CART4045941908880
[121]199422D.A.16411898889
[255]1994ANN2004030309588
[129]199414ANN240
216
50
50
16.733.3
50
79.5
86
86.3
85.5
82.9
85.7
[261]1997Logistic regression17044569367
[262]199822Discriminant analysis9177939395
[257]199816ANN12032.548.427.59074
[263]199926Discriminant analysis3834.795.310092
[258]199926ANN4443.256.897.7100
[117]199913Discriminant analysis14738.861.2888185
[45]200038ANN31513.386.792.997.8
[159]200121kNN53631.818.879.48792
[211]200113Linear classification 24625.645.129.210085
[41]200213ANN58836.963.194
[246]200210ANN14738.861.29392.8
[80]20031Linear classifier10050507890
[193]200338LDA + kNN + decision tree15227.672.48174
[163]200410Linear classifier
KNN
84046.553.595
98
78
79
[77]2004SVM (third degree polynomial)9775.1294.8896.487.16
[40]2005NRSVM4778.891.28472
[248]200520ANN
Discriminant analysis
34415986
79
100
90
[259]2006200SVM22456570
[87]200628Decision tree 22451.848.25197
[237]20063LR+ multivariate model + ROC13217.482.660.995.489.4
[118]200718SVM56415.684.493.392.3
[239]20072Logistic regression (LR)26017.718.164.291.381–91
[200]200810Multiple classifiers (SVM, GML, kNN)35837.432.9629.675.69
[124]201133kNN8355.444.660.780.566.7
[126]20116K-NN
Bayesian
Multilayered perceptron
Combination of three
98524876.4
76.4
78.4
78.4
70.21
85.11
95.74
97.87
73.47
80.61
86.73
87.76
[135]201212Multilayer percentron102505070.587.576

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