{ "id2label": { "0": "atopic_dermatitis", "1": "basal_cell_carcinoma", "2": "eczema", "3": "fungal_infections", "4": "keratosis", "5": "melanocytic_nevus", "6": "melanoma", "7": "psoriasis", "8": "viral_warts" }, "label2id": { "atopic_dermatitis": 0, "basal_cell_carcinoma": 1, "eczema": 2, "fungal_infections": 3, "keratosis": 4, "melanocytic_nevus": 5, "melanoma": 6, "psoriasis": 7, "viral_warts": 8 }, "class_names": [ "atopic_dermatitis", "basal_cell_carcinoma", "eczema", "fungal_infections", "keratosis", "melanocytic_nevus", "melanoma", "psoriasis", "viral_warts" ], "num_labels": 9, "class_weights": { "0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0 }, "version": "2.0-kaggle", "model_name": "microsoft/beit-base-patch16-224-pt22k-ft22k", "image_size": { "height": 224, "width": 224 }, "platform": "kaggle", "improvements": [ "Medical-safe augmentation", "Class weights for imbalance", "Reduced batch size (16)", "Optimized epochs (20)", "Dropout (0.1)", "Early stopping", "Test-time augmentation support" ] }