| --- |
| dataset_info: |
| - config_name: Derm7pt_clinical |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': basal_cell_carcinoma |
| '1': blue_nevus |
| '2': clark_nevus |
| '3': combined_nevus |
| '4': congenital_nevus |
| '5': dermal_nevus |
| '6': dermatofibroma |
| '7': lentigo |
| '8': melanoma_(0.76_to_1.5_mm) |
| '9': melanoma_(in_situ) |
| '10': melanoma_(less_than_0.76_mm) |
| '11': melanoma_(more_than_1.5_mm) |
| '12': melanoma_metastasis |
| '13': melanosis |
| '14': miscellaneous |
| '15': recurrent_nevus |
| '16': reed_or_spitz_nevus |
| '17': seborrheic_keratosis |
| '18': vascular_lesion |
| splits: |
| - name: train |
| num_bytes: 77034176.0 |
| num_examples: 983 |
| download_size: 77079805 |
| dataset_size: 77034176.0 |
| - config_name: Derm7pt_derm |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': basal_cell_carcinoma |
| '1': blue_nevus |
| '2': clark_nevus |
| '3': combined_nevus |
| '4': congenital_nevus |
| '5': dermal_nevus |
| '6': dermatofibroma |
| '7': lentigo |
| '8': melanoma_(0.76_to_1.5_mm) |
| '9': melanoma_(in_situ) |
| '10': melanoma_(less_than_0.76_mm) |
| '11': melanoma_(more_than_1.5_mm) |
| '12': melanoma_metastasis |
| '13': melanosis |
| '14': miscellaneous |
| '15': recurrent_nevus |
| '16': reed_or_spitz_nevus |
| '17': seborrheic_keratosis |
| '18': vascular_lesion |
| splits: |
| - name: train |
| num_bytes: 71784912.0 |
| num_examples: 983 |
| download_size: 71830364 |
| dataset_size: 71784912.0 |
| - config_name: ISBI2016 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 78215748.888 |
| num_examples: 1272 |
| download_size: 78789964 |
| dataset_size: 78215748.888 |
| - config_name: ISBI2017_reduced |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': melanoma |
| '1': nevus |
| '2': seborrheic_keratosis |
| splits: |
| - name: train |
| num_bytes: 15038674.5 |
| num_examples: 2750 |
| download_size: 14635040 |
| dataset_size: 15038674.5 |
| - config_name: ISBI2018_reduced |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': AKIEC |
| '1': BCC |
| '2': BKL |
| '3': DF |
| '4': MEL |
| '5': NV |
| '6': VASC |
| splits: |
| - name: train |
| num_bytes: 68984776.24 |
| num_examples: 11720 |
| download_size: 61323728 |
| dataset_size: 68984776.24 |
| - config_name: ISBI2019 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': AK |
| '1': BCC |
| '2': BKL |
| '3': DF |
| '4': MEL |
| '5': NV |
| '6': SCC |
| '7': VASC |
| splits: |
| - name: train |
| num_bytes: 1435928165.8 |
| num_examples: 25320 |
| download_size: 1523395483 |
| dataset_size: 1435928165.8 |
| - config_name: ISBI2020 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 2015944554.012 |
| num_examples: 33124 |
| download_size: 2015516827 |
| dataset_size: 2015944554.012 |
| - config_name: MED-NODE |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 11730503.0 |
| num_examples: 170 |
| download_size: 11739181 |
| dataset_size: 11730503.0 |
| - config_name: MSK-1 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 78457089.795 |
| num_examples: 1085 |
| download_size: 78491569 |
| dataset_size: 78457089.795 |
| - config_name: MSK-2 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 93393438.401 |
| num_examples: 1519 |
| download_size: 94302344 |
| dataset_size: 93393438.401 |
| - config_name: MSK-3 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 13516428.0 |
| num_examples: 221 |
| download_size: 13527718 |
| dataset_size: 13516428.0 |
| - config_name: MSK-4 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 55323454.0 |
| num_examples: 939 |
| download_size: 55365404 |
| dataset_size: 55323454.0 |
| - config_name: PH2 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 14560527.0 |
| num_examples: 200 |
| download_size: 14570212 |
| dataset_size: 14560527.0 |
| - config_name: SDC-198 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': Acne_Keloidalis_Nuchae |
| '1': Acne_Vulgaris |
| '2': Acrokeratosis_Verruciformis |
| '3': Actinic_solar_Damage(Actinic_Cheilitis) |
| '4': Actinic_solar_Damage(Actinic_Keratosis) |
| '5': Actinic_solar_Damage(Cutis_Rhomboidalis_Nuchae) |
| '6': Actinic_solar_Damage(Pigmentation) |
| '7': Actinic_solar_Damage(Solar_Elastosis) |
| '8': Actinic_solar_Damage(Solar_Purpura) |
| '9': Actinic_solar_Damage(Telangiectasia) |
| '10': Acute_Eczema |
| '11': Allergic_Contact_Dermatitis |
| '12': Alopecia_Areata |
| '13': Androgenetic_Alopecia |
| '14': Angioma |
| '15': Angular_Cheilitis |
| '16': Aphthous_Ulcer |
| '17': Apocrine_Hydrocystoma |
| '18': Arsenical_Keratosis |
| '19': Balanitis_Xerotica_Obliterans |
| '20': Basal_Cell_Carcinoma |
| '21': Beau's_Lines |
| '22': Becker's_Nevus |
| '23': Behcet's_Syndrome |
| '24': Benign_Keratosis |
| '25': Blue_Nevus |
| '26': Bowen's_Disease |
| '27': Bowenoid_Papulosis |
| '28': Cafe_Au_Lait_Macule |
| '29': Callus |
| '30': Candidiasis |
| '31': Cellulitis |
| '32': Chalazion |
| '33': Clubbing_of_Fingers |
| '34': Compound_Nevus |
| '35': Congenital_Nevus |
| '36': Crowe's_Sign |
| '37': Cutanea_Larva_Migrans |
| '38': Cutaneous_Horn |
| '39': Cutaneous_T-Cell_Lymphoma |
| '40': Cutis_Marmorata |
| '41': Darier-White_Disease |
| '42': Dermatofibroma |
| '43': Dermatosis_Papulosa_Nigra |
| '44': Desquamation |
| '45': Digital_Fibroma |
| '46': Dilated_Pore_of_Winer |
| '47': Discoid_Lupus_Erythematosus |
| '48': Disseminated_Actinic_Porokeratosis |
| '49': Drug_Eruption |
| '50': Dry_Skin_Eczema |
| '51': Dyshidrosiform_Eczema |
| '52': Dysplastic_Nevus |
| '53': Eccrine_Poroma |
| '54': Eczema |
| '55': Epidermal_Nevus |
| '56': Epidermoid_Cyst |
| '57': Epithelioma_Adenoides_Cysticum |
| '58': Erythema_Ab_Igne |
| '59': Erythema_Annulare_Centrifigum |
| '60': Erythema_Craquele |
| '61': Erythema_Multiforme |
| '62': Exfoliative_Erythroderma |
| '63': Factitial_Dermatitis |
| '64': Favre_Racouchot |
| '65': Fibroma |
| '66': Fibroma_Molle |
| '67': Fixed_Drug_Eruption |
| '68': Follicular_Mucinosis |
| '69': Follicular_Retention_Cyst |
| '70': Fordyce_Spots |
| '71': Frictional_Lichenoid_Dermatitis |
| '72': Ganglion |
| '73': Geographic_Tongue |
| '74': Granulation_Tissue |
| '75': Granuloma_Annulare |
| '76': Green_Nail |
| '77': Guttate_Psoriasis |
| '78': Hailey_Hailey_Disease |
| '79': Half_and_Half_Nail |
| '80': Halo_Nevus |
| '81': Herpes_Simplex_Virus |
| '82': Herpes_Zoster |
| '83': Hidradenitis_Suppurativa |
| '84': Histiocytosis_X |
| '85': Hyperkeratosis_Palmaris_Et_Plantaris |
| '86': Hypertrichosis |
| '87': Ichthyosis |
| '88': Impetigo |
| '89': Infantile_Atopic_Dermatitis |
| '90': Inverse_Psoriasis |
| '91': Junction_Nevus |
| '92': Keloid |
| '93': Keratoacanthoma |
| '94': Keratolysis_Exfoliativa_of_Wende |
| '95': Keratosis_Pilaris |
| '96': Kerion |
| '97': Koilonychia |
| '98': Kyrle's_Disease |
| '99': Leiomyoma |
| '100': Lentigo_Maligna_Melanoma |
| '101': Leukocytoclastic_Vasculitis |
| '102': Leukonychia |
| '103': Lichen_Planus |
| '104': Lichen_Sclerosis_Et_Atrophicus |
| '105': Lichen_Simplex_Chronicus |
| '106': Lichen_Spinulosis |
| '107': Linear_Epidermal_Nevus |
| '108': Lipoma |
| '109': Livedo_Reticularis |
| '110': Lymphangioma_Circumscriptum |
| '111': Lymphocytic_Infiltrate_of_Jessner |
| '112': Lymphomatoid_Papulosis |
| '113': Mal_Perforans |
| '114': Malignant_Melanoma |
| '115': Median_Nail_Dystrophy |
| '116': Melasma |
| '117': Metastatic_Carcinoma |
| '118': Milia |
| '119': Molluscum_Contagiosum |
| '120': Morphea |
| '121': Mucha_Habermann_Disease |
| '122': Mucous_Membrane_Psoriasis |
| '123': Myxoid_Cyst |
| '124': Nail_Dystrophy |
| '125': Nail_Nevus |
| '126': Nail_Psoriasis |
| '127': Nail_Ridging |
| '128': Neurodermatitis |
| '129': Neurofibroma |
| '130': Neurotic_Excoriations |
| '131': Nevus_Comedonicus |
| '132': Nevus_Incipiens |
| '133': Nevus_Sebaceous_of_Jadassohn |
| '134': Nevus_Spilus |
| '135': Nummular_Eczema |
| '136': Onychogryphosis |
| '137': Onycholysis |
| '138': Onychomycosis |
| '139': Onychoschizia |
| '140': Paronychia |
| '141': Pearl_Penile_Papules |
| '142': Perioral_Dermatitis |
| '143': Pincer_Nail_Syndrome |
| '144': Pitted_Keratolysis |
| '145': Pityriasis_Alba |
| '146': Pityriasis_Rosea |
| '147': Pityrosporum_Folliculitis |
| '148': Poikiloderma_Atrophicans_Vasculare |
| '149': Pomade_Acne |
| '150': Pseudofolliculitis_Barbae |
| '151': Pseudorhinophyma |
| '152': Psoriasis |
| '153': Pustular_Psoriasis |
| '154': Pyoderma_Gangrenosum |
| '155': Pyogenic_Granuloma |
| '156': Racquet_Nail |
| '157': Radiodermatitis |
| '158': Rhinophyma |
| '159': Rosacea |
| '160': Scalp_Psoriasis |
| '161': Scar |
| '162': Scarring_Alopecia |
| '163': Schamberg's_Disease |
| '164': Sebaceous_Gland_Hyperplasia |
| '165': Seborrheic_Dermatitis |
| '166': Seborrheic_Keratosis |
| '167': Skin_Tag |
| '168': Solar_Lentigo |
| '169': Stasis_Dermatitis |
| '170': Stasis_Edema |
| '171': Stasis_Ulcer |
| '172': Steroid_Acne |
| '173': Steroid_Striae |
| '174': Steroid_Use_abusemisuse_Dermatitis |
| '175': Stomatitis |
| '176': Strawberry_Hemangioma |
| '177': Striae |
| '178': Subungual_Hematoma |
| '179': Syringoma |
| '180': Terry's_Nails |
| '181': Tinea_Corporis |
| '182': Tinea_Cruris |
| '183': Tinea_Faciale |
| '184': Tinea_Manus |
| '185': Tinea_Pedis |
| '186': Tinea_Versicolor |
| '187': Toe_Deformity |
| '188': Trichilemmal_Cyst |
| '189': Trichofolliculoma |
| '190': Trichostasis_Spinulosa |
| '191': Ulcer |
| '192': Urticaria |
| '193': Varicella |
| '194': Verruca_Vulgaris |
| '195': Vitiligo |
| '196': Wound_Infection |
| '197': Xerosis |
| splits: |
| - name: train |
| num_bytes: 491299125.831 |
| num_examples: 6401 |
| download_size: 474684388 |
| dataset_size: 491299125.831 |
| - config_name: UDA-1 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 35607838.0 |
| num_examples: 553 |
| download_size: 35563133 |
| dataset_size: 35607838.0 |
| - config_name: UDA-2 |
| features: |
| - name: image |
| dtype: image |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': benign |
| '1': malignant |
| splits: |
| - name: train |
| num_bytes: 3467866.0 |
| num_examples: 57 |
| download_size: 3471677 |
| dataset_size: 3467866.0 |
| configs: |
| - config_name: Derm7pt_clinical |
| data_files: |
| - split: train |
| path: Derm7pt_clinical/train-* |
| - config_name: Derm7pt_derm |
| data_files: |
| - split: train |
| path: Derm7pt_derm/train-* |
| - config_name: ISBI2016 |
| data_files: |
| - split: train |
| path: ISBI2016/train-* |
| - config_name: ISBI2017_reduced |
| data_files: |
| - split: train |
| path: ISBI2017_reduced/train-* |
| - config_name: ISBI2018_reduced |
| data_files: |
| - split: train |
| path: ISBI2018_reduced/train-* |
| - config_name: ISBI2019 |
| data_files: |
| - split: train |
| path: ISBI2019/train-* |
| - config_name: ISBI2020 |
| data_files: |
| - split: train |
| path: ISBI2020/train-* |
| - config_name: MED-NODE |
| data_files: |
| - split: train |
| path: MED-NODE/train-* |
| - config_name: MSK-1 |
| data_files: |
| - split: train |
| path: MSK-1/train-* |
| - config_name: MSK-2 |
| data_files: |
| - split: train |
| path: MSK-2/train-* |
| - config_name: MSK-3 |
| data_files: |
| - split: train |
| path: MSK-3/train-* |
| - config_name: MSK-4 |
| data_files: |
| - split: train |
| path: MSK-4/train-* |
| - config_name: PH2 |
| data_files: |
| - split: train |
| path: PH2/train-* |
| - config_name: SDC-198 |
| data_files: |
| - split: train |
| path: SDC-198/train-* |
| - config_name: UDA-1 |
| data_files: |
| - split: train |
| path: UDA-1/train-* |
| - config_name: UDA-2 |
| data_files: |
| - split: train |
| path: UDA-2/train-* |
| --- |
| |
| # Dataset Card for dermatological diagnoses |
|
|
| This dataset is aimed at grouping and facilitating access to large volumes of data on the diagnosis of dermatological lesions. The datasets come from various sources and have been preprocessed and standardized so that they can be immediately used with your preferred model. The resolution of these is 224x224. |
|
|
| You can find 16 datasets that have been used in several articles and competitions on the subject, from 2 to 198 categories. |
| The DERM-LIB dataset is not included as it requires a license that can be obtained here: https://licensing.edinburgh-innovations.ed.ac.uk/product/dermofit-image-library. |
|
|
| Below, we present examples of how you can download and use each of them. |
|
|
| ## How to use |
|
|
| ``` |
| from datasets import load_dataset |
| |
| data_names = [ |
| "Derm7pt_clinical", |
| "Derm7pt_derm", |
| "MED-NODE", |
| "MSK-1", |
| "MSK-2", |
| "MSK-3", |
| "MSK-4", |
| "PH2", |
| "SDC-198", |
| "UDA-1", |
| "UDA-2", |
| "ISBI2016", |
| "ISBI2017_reduced", |
| "ISBI2018_reduced", |
| "ISBI2019", |
| "ISBI2020", |
| ] |
| |
| for dataset in data_names: |
| |
| loaded = load_dataset( |
| "z72pepee/dermatological-diagnoses", |
| dataset, |
| token="YOUR_TOKEN", |
| ) |
| |
| print("Dataset", dataset) |
| print("Categories", loaded["train"].features["label"]) |
| print("Instances", loaded["train"].num_rows) |
| |
| print("Example 1", loaded["train"][0]) |
| |
| |
| ``` |
|
|
| - **Funded by:** Research group KDIS (Knowledge Discovery and Intelligent Systems), University of Cordoba, Spain, [https://www.uco.es/kdis/](https://www.uco.es/kdis/). |
