Instructions to use Pkonal/convNext-finetuned-skingpt with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Pkonal/convNext-finetuned-skingpt with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="Pkonal/convNext-finetuned-skingpt") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("Pkonal/convNext-finetuned-skingpt") model = AutoModelForImageClassification.from_pretrained("Pkonal/convNext-finetuned-skingpt") - Notebooks
- Google Colab
- Kaggle
| { | |
| "_name_or_path": "facebook/convnext-tiny-224", | |
| "architectures": [ | |
| "ConvNextForImageClassification" | |
| ], | |
| "depths": [ | |
| 3, | |
| 3, | |
| 9, | |
| 3 | |
| ], | |
| "drop_path_rate": 0.0, | |
| "hidden_act": "gelu", | |
| "hidden_sizes": [ | |
| 96, | |
| 192, | |
| 384, | |
| 768 | |
| ], | |
| "id2label": { | |
| "0": "acanthosis_nigricans", | |
| "1": "acne", | |
| "2": "acne_vulgaris", | |
| "3": "acquired_autoimmune_bullous_diseaseherpes_gestationis", | |
| "4": "acrodermatitis_enteropathica", | |
| "5": "actinic_keratosis", | |
| "6": "allergic_contact_dermatitis", | |
| "7": "aplasia_cutis", | |
| "8": "basal_cell_carcinoma", | |
| "9": "basal_cell_carcinoma_morpheiform", | |
| "10": "becker_nevus", | |
| "11": "behcets_disease", | |
| "12": "calcinosis_cutis", | |
| "13": "cheilitis", | |
| "14": "congenital_nevus", | |
| "15": "dariers_disease", | |
| "16": "dermatofibroma", | |
| "17": "dermatomyositis", | |
| "18": "disseminated_actinic_porokeratosis", | |
| "19": "drug_eruption", | |
| "20": "drug_induced_pigmentary_changes", | |
| "21": "dyshidrotic_eczema", | |
| "22": "eczema", | |
| "23": "ehlers_danlos_syndrome", | |
| "24": "epidermal_nevus", | |
| "25": "epidermolysis_bullosa", | |
| "26": "erythema_annulare_centrifigum", | |
| "27": "erythema_elevatum_diutinum", | |
| "28": "erythema_multiforme", | |
| "29": "erythema_nodosum", | |
| "30": "factitial_dermatitis", | |
| "31": "fixed_eruptions", | |
| "32": "folliculitis", | |
| "33": "fordyce_spots", | |
| "34": "granuloma_annulare", | |
| "35": "granuloma_pyogenic", | |
| "36": "hailey_hailey_disease", | |
| "37": "halo_nevus", | |
| "38": "hidradenitis", | |
| "39": "ichthyosis_vulgaris", | |
| "40": "incontinentia_pigmenti", | |
| "41": "juvenile_xanthogranuloma", | |
| "42": "kaposi_sarcoma", | |
| "43": "keloid", | |
| "44": "keratosis_pilaris", | |
| "45": "langerhans_cell_histiocytosis", | |
| "46": "lentigo_maligna", | |
| "47": "lichen_amyloidosis", | |
| "48": "lichen_planus", | |
| "49": "lichen_simplex", | |
| "50": "livedo_reticularis", | |
| "51": "lupus_erythematosus", | |
| "52": "lupus_subacute", | |
| "53": "lyme_disease", | |
| "54": "lymphangioma", | |
| "55": "malignant_melanoma", | |
| "56": "melanoma", | |
| "57": "milia", | |
| "58": "mucinosis", | |
| "59": "mucous_cyst", | |
| "60": "mycosis_fungoides", | |
| "61": "myiasis", | |
| "62": "naevus_comedonicus", | |
| "63": "necrobiosis_lipoidica", | |
| "64": "nematode_infection", | |
| "65": "neurodermatitis", | |
| "66": "neurofibromatosis", | |
| "67": "neurotic_excoriations", | |
| "68": "neutrophilic_dermatoses", | |
| "69": "nevocytic_nevus", | |
| "70": "nevus_sebaceous_of_jadassohn", | |
| "71": "papilomatosis_confluentes_and_reticulate" | |
| }, | |
| "image_size": 224, | |
| "initializer_range": 0.02, | |
| "label2id": { | |
| "acanthosis_nigricans": 0, | |
| "acne": 1, | |
| "acne_vulgaris": 2, | |
| "acquired_autoimmune_bullous_diseaseherpes_gestationis": 3, | |
| "acrodermatitis_enteropathica": 4, | |
| "actinic_keratosis": 5, | |
| "allergic_contact_dermatitis": 6, | |
| "aplasia_cutis": 7, | |
| "basal_cell_carcinoma": 8, | |
| "basal_cell_carcinoma_morpheiform": 9, | |
| "becker_nevus": 10, | |
| "behcets_disease": 11, | |
| "calcinosis_cutis": 12, | |
| "cheilitis": 13, | |
| "congenital_nevus": 14, | |
| "dariers_disease": 15, | |
| "dermatofibroma": 16, | |
| "dermatomyositis": 17, | |
| "disseminated_actinic_porokeratosis": 18, | |
| "drug_eruption": 19, | |
| "drug_induced_pigmentary_changes": 20, | |
| "dyshidrotic_eczema": 21, | |
| "eczema": 22, | |
| "ehlers_danlos_syndrome": 23, | |
| "epidermal_nevus": 24, | |
| "epidermolysis_bullosa": 25, | |
| "erythema_annulare_centrifigum": 26, | |
| "erythema_elevatum_diutinum": 27, | |
| "erythema_multiforme": 28, | |
| "erythema_nodosum": 29, | |
| "factitial_dermatitis": 30, | |
| "fixed_eruptions": 31, | |
| "folliculitis": 32, | |
| "fordyce_spots": 33, | |
| "granuloma_annulare": 34, | |
| "granuloma_pyogenic": 35, | |
| "hailey_hailey_disease": 36, | |
| "halo_nevus": 37, | |
| "hidradenitis": 38, | |
| "ichthyosis_vulgaris": 39, | |
| "incontinentia_pigmenti": 40, | |
| "juvenile_xanthogranuloma": 41, | |
| "kaposi_sarcoma": 42, | |
| "keloid": 43, | |
| "keratosis_pilaris": 44, | |
| "langerhans_cell_histiocytosis": 45, | |
| "lentigo_maligna": 46, | |
| "lichen_amyloidosis": 47, | |
| "lichen_planus": 48, | |
| "lichen_simplex": 49, | |
| "livedo_reticularis": 50, | |
| "lupus_erythematosus": 51, | |
| "lupus_subacute": 52, | |
| "lyme_disease": 53, | |
| "lymphangioma": 54, | |
| "malignant_melanoma": 55, | |
| "melanoma": 56, | |
| "milia": 57, | |
| "mucinosis": 58, | |
| "mucous_cyst": 59, | |
| "mycosis_fungoides": 60, | |
| "myiasis": 61, | |
| "naevus_comedonicus": 62, | |
| "necrobiosis_lipoidica": 63, | |
| "nematode_infection": 64, | |
| "neurodermatitis": 65, | |
| "neurofibromatosis": 66, | |
| "neurotic_excoriations": 67, | |
| "neutrophilic_dermatoses": 68, | |
| "nevocytic_nevus": 69, | |
| "nevus_sebaceous_of_jadassohn": 70, | |
| "papilomatosis_confluentes_and_reticulate": 71 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "layer_scale_init_value": 1e-06, | |
| "model_type": "convnext", | |
| "num_channels": 3, | |
| "num_stages": 4, | |
| "out_features": [ | |
| "stage4" | |
| ], | |
| "out_indices": [ | |
| 4 | |
| ], | |
| "patch_size": 4, | |
| "problem_type": "single_label_classification", | |
| "stage_names": [ | |
| "stem", | |
| "stage1", | |
| "stage2", | |
| "stage3", | |
| "stage4" | |
| ], | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.49.0" | |
| } | |