Table 2.
54 different publicly available skin lesion datasets used in publications and their reporting of four main metadata, showing a lack of reporting of skin type information to cover skin type diversity in datasets
| Skin lesion datasets | No. Images | Metadata | |||
|---|---|---|---|---|---|
| Gender | Age | Ethnicity | Skin type | ||
| 7-point criteria evaluation dataset [50] | > 2,000 | ✔ | - | - | - |
| Asan [53] | 120,780 | ✔ | ✔ | ✔ | - |
| Atlas [56] | 3,816 | - | - | - | - |
| AtlasDerm [75] | 9,503 | - | - | ✔ | - |
| BCN20000 [60] | 19,424 | ✔ | ✔ | - | - |
| Cancer Genome Atlas [76] | 2,860 | - | - | - | - |
| Clinical Atlas [77] | 839 | - | - | - | - |
| DanDerm [78] | 1,110 | - | - | ✔ | - |
| Derm7pt [50] | > 2000 | - | - | - | - |
| Derm101 [79] | 107,656 | - | - | ✔ | - |
| Dermatology Dataset [80] | 336 | - | ✔ | - | - |
| DermIS [81, 82] | 7,172 | - | ✔ | ✔ | - |
| Dermnet [46] | 19,500 | - | - | ✔ | - |
| DermNet NZ [75] | 246 | - | - | - | - |
| Dermofit Image Library [83] | 1300 | - | - | ✔ | - |
| Dermoscopic Atlas [77] | 872 | - | - | - | - |
| Dermoscopy Skin Lesion Multispectral Image Database [84] | 30 | - | - | - | - |
| DermQuest [81] | 137 | - | - | - | - |
| DDI [35] | 656 | ✔ | ✔ | - | ✔ |
| Edinburgh [85] | 1,300 | ✔ | ✔ | ✔ | - |
| EDRA Interactive Atlas of Dermoscopy [76] | 1,000 | - | - | - | - |
| Fitzpatrick 17k [26] | 16,577 | - | - | - | ✔ |
| Hallym [51] | 152 | ✔ | ✔ | ✔ | - |
| HAM10000 [77] | 10,015 | ✔ | ✔ | - | - |
| Interactive Atlas of Dermoscopy (IAD) [76] | > 2, 000 | - | - | - | - |
| ISBI 2016 [52] | 1,279 | - | - | - | - |
| ISBI 2017 [86] | 2,750 | - | - | - | - |
| ISIC Challenge 2020 [87] | 33,126 | ✔ | ✔ | ✔ | - |
| ISIC-MSK [52] | 225 | ✔ | ✔ | - | - |
| ISIC-UDA [52] | 557 | - | - | - | - |
| Kaggle [75] | 367 | - | - | - | - |
| Light Field Image [88] | 250 | ✔ | ✔ | - | - |
| MClass [89] | 100 | - | - | - | - |
| MED-NODE [90] | 170 | - | - | - | - |
| MoleMap [82, 91] | 102,451 | - | - | - | - |
| Monkeypox Skin Lesion Dataset (MSLD) [73] | 228 | - | - | ✔ | - |
| Normal [63] | 48,271 | ✔ | ✔ | ✔ | - |
| OLE [46] | 1,300 | - | - | - | - |
| PAD-UFES-20 [36] | 2,299 | ✔ | ✔ | - | ✔ |
| PH2 [43] | 200 | - | - | - | - |
| SD-128 [45] | 5,619 | - | - | ✔ | - |
| SD-198 [45, 92] | 6,584 | ✔ | ✔ | ✔ | - |
| SD-260 [58] | 20,600 | ✔ | ✔ | ✔ | - |
| SIIM-ISIC Melanoma [87] | 33,126 | ✔ | ✔ | - | - |
| Skin-10 [62] | 10,218 | - | - | - | - |
| Skin-100 [62] | 19,807 | - | - | - | - |
| Skin Cancer’ Malignant vs. Benign [93, 94] | 6,594 | - | - | - | - |
| SkinCon [34] | 3230 | - | - | - | - |
| SkinL2 [88] | 376 | - | - | - | - |
| SMARTSKINS [95] | - | ✔ | ✔ | - | - |
| SNU [63] | 2,201 | ✔ | ✔ | ✔ | - |
| Web [63] | 51,459 | ✔ | ✔ | ✔ | - |
| XiangyaDerm [61] | 107,565 | - | - | - | - |
| Yonsei University Health System South Korea [96] | 724 | - | - | - | - |