Table 4.
Classification results achieve by the proposed ShuffleNet-Light for recognition of the seven classes of PSLs.
| Classes | 1 ACC | 1 PR | 1 SE | 1 SP | 1 F1-Score | 1 MCC |
|---|---|---|---|---|---|---|
| (1) ACTINIC KERATOSES (AKIEC) | 96.1 ± 1.3 | 94.2 ± 2.0 | 96.2 ± 1.4 | 94.0 ± 2.2 | 95.2 ± 1.2 | 97.4 |
| (2) BASAL CELL CARCINOMA (BCC) | 97.5 ± 0.8 | 96.1 ± 1.4 | 97.0 ± 0.2 | 95.9 ± 1.5 | 97.5 ± 0.8 | 98.4 |
| (3) BENIGN KERATOSIS (BKL) | 98.3 ± 0.8 | 97.2 ± 1.2 | 99.6 ± 0.3 | 97.1 ± 1.4 | 98.4 ± 0.7 | 96.0 |
| (4) DERMATOFIBROMA (DF) | 99.2 ± 0.3 | 99.1 ± 0.5 | 99.4 ± 0.5 | 99.1 ± 0.5 | 98.2 ± 0.3 | 98.0 |
| (5) MELANOMA (MEL) | 98.1 ± 0.5 | 99.0 ± 0.5 | 98.3 ± 0.5 | 98.9 ± 0.6 | 99.1 ± 0.5 | 100.0 |
| (6) MELANOCYTIC NEVI (NV) | 98.2 ± 0.3 | 99.2 ± 0.4 | 97.3 ± 0.5 | 99.2 ± 0.4 | 98.2 ± 0.3 | 96.0 |
| (7) VASCULAR SKIN LESIONS (VASC) | 99.4 ± 0.4 | 99.6 ± 0.3 | 99.1 ± 0.6 | 99.6 ± 0.3 | 99.4 ± 0.4 | 99.5 |
1 SE: Sensitivity, SP: Specificity, RL: Recall, PR: Precision, ACC: Accuracy, MCC: Matthew’s correlation coefficient.