Research Article

Conditional Random Fields and Supervised Learning in Automated Skin Lesion Diagnosis

Table 1

Comparison of our PP model’s ability to segment lesions to our CRF model and 5 previously published methods.

Performance
Method PP (nearest pt.)
Method Sens Spec Sens Spec

CRF 116 0.845 0.924 0.843 0.921
KPP [6] 116 0.765 0.770 0.941 0.763
JSEG [7] 91 0.627 0.987 0.677 0.980
DTEA [8] 116 0.597 0.986 0.638 0.985
SRM [9] 112 0.790 0.946 0.773 0.957
FSN [10] 116 0.808 0.934 0.814 0.939