Full name: PAD-UFES-20: a skin lesion dataset composed of patient data and clinical images collected from smartphones
Full data descriptor published by Pacheco et al. at https://doi.org/10.1016/j.dib.2020.106221
Pacheco AGC, Lima GR, Salomão AS, et al. PAD-UFES-20: A skin lesion dataset composed of patient data and clinical images collected from smartphones. Data Brief. 2020;32:106221. Published 2020 Aug 25. doi:10.1016/j.dib.2020.106221
Summary description - The PAD-UFES-20 dataset was collected along with the Dermatological and Surgical Assistance Program (in Portuguese: Programa de Assistência Dermatológica e Cirurgica - PAD) at the Federal University of Espírito Santo (UFES-Brazil), which is a nonprofit program that provides free skin lesion treatment, in particular, to low-income people who cannot afford private treatment. - The dataset consists of 2,298 samples of six different types of skin lesions. Each sample consists of a clinical image and up to 22 clinical features including the patient's age, skin lesion location, Fitzpatrick skin type, and skin lesion diameter. - The skin lesions are: Basal Cell Carcinoma (BCC), Squamous Cell Carcinoma (SCC), Actinic Keratosis (ACK), Seborrheic Keratosis (SEK), Bowen’s disease (BOD), Melanoma (MEL), and Nevus (NEV). As the Bowen’s disease is considered SCC in situ, we clustered them together, which results in six skin lesions in the dataset, three skin cancers (BCC, MEL, and SCC) and three skin disease (ACK, NEV, and SEK) - All BCC, SCC, and MEL are biopsy-proven. The remaining ones may have clinical diagnosis according to a consensus of a group of dermatologists. In total, approximately 58% of the samples in this dataset are biopsy-proven. This information is described in the metadata. - The images present in the dataset have different sizes because they are collected using different smartphone devices. All images are available in .png format. - The metadata associated with each skin lesion is composed of up to 26 features. All features are available in a CSV document in which each line represents a skin lesion and each column a metadata feature. - In total, there are 1,373 patients and 2,298 images present in the dataset. Each image/sample has a reference to the patient and the skin lesion in the metadata.
Ethics statement The dataset was collected along with the Dermatological and Surgical Assistance Program (PAD) of the Federal University of Espírito Santo. The program is managed by the Department of Specialized Medicine and was approved by the university ethics committee (nº 500002/478) and the Brazilian government through Plataforma Brasil (nº 4.007.097), the Brazilian agency responsible for research involving human beings. In addition, all data is collected under patient consent and the patient’s privacy is completely preserved.
Data is also available on Mendeley at https://doi.org/10.17632/zr7vgbcyr2.1
{ "age_approx": 30, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_6630725", "patient_id": "IP_4812172" }
{ "age_approx": 5, "anatom_site_general": "upper extremity", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_2026080", "patient_id": "IP_9281843" }
{ "age_approx": 5, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_8278335", "patient_id": "IP_9281843" }
{ "age_approx": 75, "anatom_site_general": "anterior torso", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7308584", "patient_id": "IP_2631070" }
{ "age_approx": 35, "anatom_site_general": "head/neck", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7960581", "patient_id": "IP_1613423" }
{ "age_approx": 60, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_3222699", "patient_id": "IP_5852446" }
{ "age_approx": 40, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Seborrheic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_2582023", "patient_id": "IP_4975804" }
{ "age_approx": 45, "anatom_site_general": "head/neck", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7302064", "patient_id": "IP_3277433" }
{ "age_approx": 65, "anatom_site_general": "head/neck", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_0559050", "patient_id": "IP_3039706" }
{ "age_approx": 60, "anatom_site_general": "head/neck", "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Seborrheic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_2815046", "patient_id": "IP_7936779" }
{ "age_approx": 70, "anatom_site_general": "head/neck", "diagnosis_1": "Benign", "diagnosis_2": "Benign epidermal proliferations", "diagnosis_3": "Seborrheic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_5971942", "patient_id": "IP_8715249" }
{ "age_approx": 40, "anatom_site_general": "upper extremity", "anatom_site_special": "acral NOS", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_3707532", "patient_id": "IP_1825899" }
{ "age_approx": 35, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_0049598", "patient_id": "IP_5595547" }
{ "age_approx": 80, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_3697691", "patient_id": "IP_9799868" }
{ "age_approx": 40, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_9565258", "patient_id": "IP_3703058" }
{ "age_approx": 45, "anatom_site_general": "head/neck", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7515787", "patient_id": "IP_9474224" }
{ "age_approx": 45, "anatom_site_general": "head/neck", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7515787", "patient_id": "IP_9474224" }
{ "age_approx": 70, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_1007080", "patient_id": "IP_9572645" }
{ "age_approx": 45, "anatom_site_general": "anterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_5785927", "patient_id": "IP_2813491" }
{ "age_approx": 55, "anatom_site_general": "lower extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_6236969", "patient_id": "IP_3548742" }
{ "age_approx": 45, "anatom_site_general": "posterior torso", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7503022", "patient_id": "IP_1994498" }
{ "age_approx": 45, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_3285333", "patient_id": "IP_8422049" }
{ "age_approx": 10, "anatom_site_general": "upper extremity", "diagnosis_1": "Benign", "diagnosis_2": "Benign melanocytic proliferations", "diagnosis_3": "Nevus", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_5939903", "patient_id": "IP_8697444" }
{ "age_approx": 65, "anatom_site_general": "head/neck", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_0316274", "patient_id": "IP_6815171" }
{ "age_approx": 80, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7164547", "patient_id": "IP_9770512" }
{ "age_approx": 60, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_1525775", "patient_id": "IP_5428784" }
{ "age_approx": 60, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_1525775", "patient_id": "IP_5428784" }
{ "age_approx": 60, "anatom_site_general": "anterior torso", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_2110993", "patient_id": "IP_0799742" }
{ "age_approx": 45, "anatom_site_general": "upper extremity", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_4325239", "patient_id": "IP_0908439" }
{ "age_approx": 35, "anatom_site_general": "upper extremity", "anatom_site_special": "acral NOS", "diagnosis_1": "Indeterminate", "diagnosis_2": "Indeterminate epidermal proliferations", "diagnosis_3": "Solar or actinic keratosis", "diagnosis_confirm_type": "single image expert consensus", "image_type": "clinical: close-up", "lesion_id": "IL_7296517", "patient_id": "IP_7447929" }