Training set from the ISIC 2018 Challenge.
When using the ISIC 2018 datasets in your research, please cite the following works:
[1] Noel Codella, Veronica Rotemberg, Philipp Tschandl, M. Emre Celebi, Stephen Dusza, David Gutman, Brian Helba, Aadi Kalloo, Konstantinos Liopyris, Michael Marchetti, Harald Kittler, Allan Halpern: "Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)", 2018; arxiv.org/abs/1902.03368
[2] Tschandl, P., Rosendahl, C. & Kittler, H. The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions. Sci. Data 5, 180161 doi:10.1038/sdata.2018.161 (2018).
{ "age_approx": 55, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_6339384", "melanocytic": true, "sex": "male" }
{ "age_approx": 50, "anatom_site_general": "upper extremity", "anatom_site_special": "acral NOS", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign soft tissue proliferations - Vascular", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_8364095", "melanocytic": false, "sex": "female" }
{ "age_approx": 50, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant epidermal proliferations", "diagnosis_3": "Squamous cell carcinoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_4661455", "melanocytic": false, "sex": "male" }
{ "age_approx": 55, "anatom_site_general": "upper extremity", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_3891897", "melanocytic": true, "sex": "male" }
{ "age_approx": 75, "anatom_site_general": "head/neck", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Pigmented benign keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "dermoscopic", "lesion_id": "IL_9054862", "melanocytic": false, "sex": "male" }
{ "age_approx": 55, "anatom_site_general": "upper extremity", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant epidermal proliferations", "diagnosis_3": "Squamous cell carcinoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_3320267", "melanocytic": false, "sex": "male" }
{ "age_approx": 50, "anatom_site_general": "lower extremity", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_8622725", "melanocytic": true, "sex": "female" }
{ "age_approx": 50, "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_5861906", "melanocytic": true, "sex": "male" }
{ "age_approx": 65, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant melanocytic proliferations (Melanoma)", "diagnosis_3": "Melanoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_7526663", "melanocytic": true, "sex": "male" }
{ "age_approx": 50, "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_1299497", "melanocytic": true, "sex": "female" }
{ "age_approx": 75, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "dermoscopic", "lesion_id": "IL_1539549", "melanocytic": true, "sex": "male" }
{ "age_approx": 55, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_2826823", "melanocytic": true, "sex": "female" }
{ "age_approx": 70, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant adnexal epithelial proliferations - Follicular", "diagnosis_3": "Basal cell carcinoma", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_9896661", "melanocytic": false, "sex": "female" }
{ "age_approx": 75, "anatom_site_general": "head/neck", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Pigmented benign keratosis", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_6140490", "melanocytic": false, "sex": "female" }
{ "age_approx": 50, "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_3191620", "melanocytic": true, "sex": "female" }
{ "age_approx": 35, "anatom_site_general": "upper extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_0809149", "melanocytic": true, "sex": "male" }
{ "age_approx": 55, "anatom_site_general": "head/neck", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_9625704", "melanocytic": true, "sex": "male" }
{ "age_approx": 15, "anatom_site_general": "lower extremity", "anatom_site_special": "acral NOS", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_7974648", "melanocytic": true, "sex": "female" }
{ "age_approx": 75, "anatom_site_general": "anterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant adnexal epithelial proliferations - Follicular", "diagnosis_3": "Basal cell carcinoma", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_2775597", "melanocytic": false, "sex": "male" }
{ "age_approx": 80, "anatom_site_general": "head/neck", "concomitant_biopsy": true, "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_1628159", "melanocytic": false, "sex": "female" }
{ "age_approx": 65, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant adnexal epithelial proliferations - Follicular", "diagnosis_3": "Basal cell carcinoma", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_0476416", "melanocytic": false, "sex": "female" }
{ "age_approx": 50, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_1888294", "melanocytic": true, "sex": "male" }
{ "age_approx": 40, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_6599410", "melanocytic": true, "sex": "female" }
{ "age_approx": 45, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_2470589", "melanocytic": true, "sex": "male" }
{ "age_approx": 80, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Pigmented benign keratosis", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_4970678", "melanocytic": false, "sex": "male" }
{ "age_approx": 65, "anatom_site_general": "head/neck", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant epidermal proliferations", "diagnosis_3": "Squamous cell carcinoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_3502545", "melanocytic": false, "sex": "female" }
{ "age_approx": 65, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant melanocytic proliferations (Melanoma)", "diagnosis_3": "Melanoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_0310980", "melanocytic": true, "sex": "male" }
{ "age_approx": 35, "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "lesion_id": "IL_3491172", "melanocytic": true, "sex": "female" }
{ "age_approx": 40, "anatom_site_general": "head/neck", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_0047878", "melanocytic": true, "sex": "male" }
{ "age_approx": 75, "anatom_site_general": "lower extremity", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant melanocytic proliferations (Melanoma)", "diagnosis_3": "Melanoma, NOS", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "lesion_id": "IL_6782737", "melanocytic": true, "sex": "male" }