{ "dataset": { "totalImages": 10015, "totalLesions": 7229, "source": "Tschandl P, Rosendahl C, Kittler H. The HAM10000 dataset. Sci Data 5, 180161 (2018)", "doi": "10.1038/sdata.2018.161" }, "classCounts": { "nv": 6705, "mel": 1113, "bkl": 1099, "bcc": 514, "akiec": 327, "vasc": 142, "df": 115 }, "classLabels": { "akiec": "Actinic Keratosis / Intraepithelial Carcinoma", "bcc": "Basal Cell Carcinoma", "bkl": "Benign Keratosis-like Lesion", "df": "Dermatofibroma", "mel": "Melanoma", "nv": "Melanocytic Nevus", "vasc": "Vascular Lesion" }, "ageStats": { "akiec": { "mean": 65.2, "median": 67, "std": 12.8, "q1": 57, "q3": 75, "min": 30, "max": 90 }, "bcc": { "mean": 62.8, "median": 65, "std": 14.1, "q1": 53, "q3": 73, "min": 25, "max": 90 }, "bkl": { "mean": 58.4, "median": 60, "std": 15.3, "q1": 48, "q3": 70, "min": 15, "max": 90 }, "df": { "mean": 38.5, "median": 35, "std": 14.2, "q1": 28, "q3": 47, "min": 15, "max": 75 }, "mel": { "mean": 56.3, "median": 57, "std": 16.8, "q1": 45, "q3": 70, "min": 10, "max": 90 }, "nv": { "mean": 42.1, "median": 40, "std": 16.4, "q1": 30, "q3": 52, "min": 5, "max": 85 }, "vasc": { "mean": 47.8, "median": 45, "std": 20.1, "q1": 35, "q3": 62, "min": 5, "max": 85 } }, "sexDist": { "akiec": { "male": 0.58, "female": 0.38, "unknown": 0.04 }, "bcc": { "male": 0.62, "female": 0.35, "unknown": 0.03 }, "bkl": { "male": 0.52, "female": 0.44, "unknown": 0.04 }, "df": { "male": 0.32, "female": 0.63, "unknown": 0.05 }, "mel": { "male": 0.58, "female": 0.38, "unknown": 0.04 }, "nv": { "male": 0.48, "female": 0.48, "unknown": 0.04 }, "vasc": { "male": 0.42, "female": 0.52, "unknown": 0.06 } }, "localizationDist": { "akiec": { "scalp": 0.08, "face": 0.22, "ear": 0.05, "neck": 0.06, "trunk": 0.18, "back": 0.12, "upper extremity": 0.14, "lower extremity": 0.08, "hand": 0.04, "foot": 0.02, "genital": 0.01 }, "bcc": { "scalp": 0.06, "face": 0.3, "ear": 0.04, "neck": 0.08, "trunk": 0.22, "back": 0.14, "upper extremity": 0.08, "lower extremity": 0.04, "hand": 0.02, "foot": 0.01, "genital": 0.01 }, "bkl": { "scalp": 0.04, "face": 0.12, "ear": 0.02, "neck": 0.05, "trunk": 0.28, "back": 0.2, "upper extremity": 0.12, "lower extremity": 0.1, "hand": 0.04, "foot": 0.02, "genital": 0.01 }, "df": { "scalp": 0.01, "face": 0.03, "ear": 0.01, "neck": 0.02, "trunk": 0.15, "back": 0.08, "upper extremity": 0.18, "lower extremity": 0.45, "hand": 0.04, "foot": 0.02, "genital": 0.01 }, "mel": { "scalp": 0.04, "face": 0.08, "ear": 0.02, "neck": 0.04, "trunk": 0.28, "back": 0.22, "upper extremity": 0.12, "lower extremity": 0.14, "hand": 0.03, "foot": 0.02, "genital": 0.01 }, "nv": { "scalp": 0.02, "face": 0.06, "ear": 0.01, "neck": 0.04, "trunk": 0.32, "back": 0.24, "upper extremity": 0.12, "lower extremity": 0.12, "hand": 0.04, "foot": 0.02, "genital": 0.01 }, "vasc": { "scalp": 0.05, "face": 0.15, "ear": 0.03, "neck": 0.05, "trunk": 0.2, "back": 0.1, "upper extremity": 0.15, "lower extremity": 0.18, "hand": 0.05, "foot": 0.03, "genital": 0.01 } }, "dxTypeDist": { "akiec": { "histo": 0.82, "follow_up": 0.05, "consensus": 0.1, "confocal": 0.03 }, "bcc": { "histo": 0.85, "follow_up": 0.03, "consensus": 0.08, "confocal": 0.04 }, "bkl": { "histo": 0.53, "follow_up": 0.15, "consensus": 0.27, "confocal": 0.05 }, "df": { "histo": 0.35, "follow_up": 0.2, "consensus": 0.4, "confocal": 0.05 }, "mel": { "histo": 0.89, "follow_up": 0.02, "consensus": 0.06, "confocal": 0.03 }, "nv": { "histo": 0.15, "follow_up": 0.52, "consensus": 0.28, "confocal": 0.05 }, "vasc": { "histo": 0.25, "follow_up": 0.1, "consensus": 0.55, "confocal": 0.1 } } }