Table 9.
Quantitative evaluation on PH2 dataset (malignant).
| Methods | Med-Sensitivity (%) | Med-Specificity (%) | Med-Accuracy (%) | Med-Jaccard Index (Ji) | Med-Dice-Coefficient (Dc) |
|---|---|---|---|---|---|
| CV_LS [67] | 26.22 | 45.06 | 34.55 | 0.21 | 0.34 |
| MORPH_CV_LS [10] | 53.86 | 100.00 | 71.74 | 0.54 | 0.70 |
| MORPH_GAC_LS [10] | 81.67 | 83.20 | 74.87 | 0.68 | 0.81 |
| ADAPTIVE_THRESH [68] | 92.70 | 3.72 | 62.59 | 0.62 | 0.76 |
| ISODATA_THRESH [69] | 24.93 | 21.22 | 23.72 | 0.18 | 0.30 |
| MEAN_THRESH [70] | 28.31 | 20.72 | 25.69 | 0.18 | 0.31 |
| TRIANGLE_THRESH [71] | 21.59 | 23.01 | 21.31 | 0.14 | 0.24 |
| OTSU_THRESH [72] | 23.07 | 21.22 | 23.16 | 0.17 | 0.29 |
| SALIENCY_MAP [55] | 36.16 | 87.15 | 59.08 | 0.32 | 0.49 |
| SRM_OBJ [53] | 99.66 | 10.82 | 57.50 | 0.55 | 0.71 |
| EGBS_OBJ [52] | 8.89 | 96.52 | 36.46 | 0.09 | 0.16 |
| SLIC_CLUST [66] | 49.10 | 22.22 | 43.14 | 0.40 | 0.57 |
| GASISUK (Proposed) | 70.39 | 99.50 | 80.94 | 0.70 | 0.82 |