Test set from the ISIC 2018 Challenge. The lesion images come from the HAM10000 Dataset, and were acquired with a variety of dermatoscope types, from all anatomic sites (excluding mucosa and nails), from a historical sample of patients presented for skin cancer screening, from several different institutions. Images were collected with approval of the Ethics Review Committee of University of Queensland (Protocol-No. 2017001223) and Medical University of Vienna (Protocol-No. 1804/2017).
The distribution of disease states represent a modified "real world" setting whereby there are more benign lesions than malignant lesions, but an over-representation of malignancies.
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": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_1510947", "sex": "female" }
{ "age_approx": 65, "anatom_site_general": "anterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant melanocytic proliferations (Melanoma)", "diagnosis_3": "Melanoma Invasive", "diagnosis_4": "Melanoma Invasive, On chronically sun-exposed skin or lentigo maligna melanoma", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_8044466", "sex": "female" }
{ "age_approx": 65, "anatom_site_general": "anterior torso", "concomitant_biopsy": true, "diagnosis_1": "Malignant", "diagnosis_2": "Malignant melanocytic proliferations (Melanoma)", "diagnosis_3": "Melanoma Invasive", "diagnosis_4": "Melanoma Invasive, On chronically sun-exposed skin or lentigo maligna melanoma", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_8044466", "sex": "female" }
{ "age_approx": 70, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_6549694", "sex": "male" }
{ "age_approx": 55, "anatom_site_general": "upper extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_3530332", "sex": "female" }
{ "age_approx": 40, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9425655", "sex": "female" }
{ "age_approx": 45, "anatom_site_general": "lower extremity", "anatom_site_special": "acral palms or soles", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Dermal", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_6686973", "sex": "female" }
{ "age_approx": 45, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_6686973", "sex": "female" }
{ "age_approx": 30, "anatom_site_general": "upper extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9110949", "sex": "female" }
{ "age_approx": 30, "anatom_site_general": "lateral torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9110949", "sex": "female" }
{ "age_approx": 30, "anatom_site_general": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Congenital", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9110949", "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_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_5854956", "sex": "male" }
{ "age_approx": 25, "anatom_site_general": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_1755636", "sex": "female" }
{ "age_approx": 35, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Congenital", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_5083567", "sex": "female" }
{ "age_approx": 25, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_4174034", "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_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9142811", "sex": "male" }
{ "age_approx": 20, "anatom_site_general": "upper extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_7991027", "sex": "male" }
{ "age_approx": 30, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9689421", "sex": "male" }
{ "age_approx": 30, "anatom_site_general": "posterior torso", "concomitant_biopsy": true, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "histopathology", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_9689421", "sex": "male" }
{ "age_approx": 15, "anatom_site_general": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_1374444", "sex": "male" }
{ "age_approx": 15, "anatom_site_general": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_1374444", "sex": "male" }
{ "age_approx": 45, "anatom_site_general": "lower extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_6965011", "sex": "female" }
{ "age_approx": 40, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_8717952", "sex": "female" }
{ "age_approx": 45, "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", "melanocytic": true, "patient_id": "IP_7559358", "sex": "male" }
{ "age_approx": 45, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_7559358", "sex": "male" }
{ "age_approx": 40, "anatom_site_general": "lateral torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_8601908", "sex": "male" }
{ "age_approx": 40, "anatom_site_general": "posterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, Atypical, Dysplastic, or Clark", "diagnosis_5": "Nevus, Atypical", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_8601908", "sex": "male" }
{ "age_approx": 30, "anatom_site_general": "upper extremity", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Compound", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_0491135", "sex": "female" }
{ "age_approx": 35, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_2758299", "sex": "male" }
{ "age_approx": 35, "anatom_site_general": "anterior torso", "concomitant_biopsy": false, "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_4": "Nevus, NOS, Junctional", "diagnosis_confirm_type": "serial imaging showing no change", "image_type": "dermoscopic", "melanocytic": true, "patient_id": "IP_2758299", "sex": "male" }