Table 6.
Dataset | Study | Type | Comparison with Dermatologists |
Dataset Size | Class Size | Dermatologists Number |
---|---|---|---|---|---|---|
Hybrid 1 * | [16] | Clinic | Yes | 129,450 | 9 | 2 |
Hybrid 2 ** | [42] | Clinic | Yes | 19,398 | 12 | 16 |
[43] | Dermoscopic | No | 200 | 3 | - | |
ISIC 2016 | [44,45] | Dermoscopic | Yes | 1279 | 3 | 8 |
ISIC 2017 | [46] | Dermoscopic | No | 2750 | 3 | - |
ISIC 2018 | [19,47,48] | Dermoscopic | Yes | 10,015 | 7 | 511 |
ISIC 2019 | [19,20] | Dermoscopic | No | 25,331 | 8 | - |
ISIC 2020 | [17] | Dermoscopic | No | 33,126 | 2 | - |
Mobile Dermoscopy | Own | Dermoscopic | No | 1644 | 8 | - |
* ISIC Dermoscopic Archive, the Edinburgh Dermofit Library and Stanford Hospital. ** Asan, MED-NODE dataset and atlas site images.