Table 8.
Quantitative evaluation on ISIC dataset (malignant).
| Methods | Med-Sensitivity (%) | Med-Specificity (%) | Med-Accuracy (%) | Med-Jaccard Index (Ji) | Med-Dice-Coefficient (Dc) |
|---|---|---|---|---|---|
| CV_LS [67] | 60.67 | 79.87 | 73.36 | 0.40 | 0.57 |
| MORPH_CV_LS [10] | 73.78 | 100.00 | 91.27 | 0.72 | 0.84 |
| MORPH_GAC_LS [10] | 93.23 | 54.89 | 67.68 | 0.48 | 0.65 |
| ADAPTIVE_THRESH [68] | 96.85 | 0.10 | 31.27 | 0.31 | 0.47 |
| ISODATA_THRESH [69] | 28.04 | 1.73 | 11.73 | 0.09 | 0.16 |
| MEAN_THRESH [70] | 13.25 | 12.29 | 14.36 | 0.05 | 0.09 |
| TRIANGLE_THRESH [71] | 20.40 | 2.37 | 9.12 | 0.06 | 0.11 |
| OTSU_THRESH [72] | 27.44 | 1.87 | 11.66 | 0.08 | 0.16 |
| SALIENCY_MAP [55] | 62.97 | 92.12 | 77.95 | 0.46 | 0.63 |
| SRM_OBJ [53] | 84.22 | 99.66 | 87.92 | 0.64 | 0.78 |
| EGBS_OBJ [52] | 78.23 | 99.34 | 81.52 | 0.48 | 0.65 |
| SLIC_CLUST [66] | 24.62 | 2.25 | 11.50 | 0.08 | 0.15 |
| GASISUK (Proposed) | 80.02 | 99.97 | 93.45 | 0.78 | 0.88 |