Table 6.
Quantitative evaluation on a subset of ISIC dataset (benign).
| Methods | Med-Sensitivity (%) | Med-Specificity (%) | Med-Accuracy (%) | Med-Jaccard-Index (Ji) | Med-Dice-Coefficient (Dc) |
|---|---|---|---|---|---|
| CV_LS [67] | 75.26 | 82.29 | 79.88 | 0.48 | 0.65 |
| MORPH_CV_LS [10] | 76.92 | 100.00 | 93.68 | 0.75 | 0.85 |
| MORPH_GAC_LS [10] | 93.66 | 0.51 | 61.63 | 0.40 | 0.55 |
| ADAPTIVE_THRESH [68] | 97.95 | 0.67 | 25.39 | 0.25 | 0.39 |
| ISODATA_THRESH [69] | 24.07 | 0.22 | 7.33 | 0.06 | 0.11 |
| MEAN_THRESH [70] | 6.00 | 7.25 | 9.08 | 0.02 | 0.03 |
| TRIANGLE_THRESH [71] | 9.53 | 1.89 | 4.82 | 0.02 | 0.05 |
| OTSU_THRESH [72] | 23.72 | 0.23 | 7.32 | 0.06 | 0.11 |
| SALIENCY_MAP [55] | 75.37 | 89.94 | 81.10 | 0.48 | 0.65 |
| SRM_OBJ [53] | 79.05 | 99.96 | 93.04 | 0.73 | 0.84 |
| EGBS_OBJ [52] | 80.61 | 99.62 | 83.91 | 0.43 | 0.61 |
| SLIC_CLUST [66] | 19.70 | 0.35 | 6.76 | 0.05 | 0.10 |
| GASISUK (Proposed) | 80.68 | 100.00 | 95.17 | 0.80 | 0.89 |