| { | |
| "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" | |
| ] | |
| } |