File size: 2,455 Bytes
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"model": "tf.keras.applications.EfficientNetV2S",
"dataset": "Arko007/cabbage-disease-classification-final",
"split": "test",
"n": 189,
"test_used_for_model_selection": false,
"overall": {
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"balanced_accuracy": 0.980849358974359,
"macro_f1": 0.9723042007524766,
"macro_precision": 0.9668935104529617,
"macro_recall": 0.980849358974359,
"weighted_f1": 0.9683149670378279
},
"per_class": {
"alternaria_leaf_spot": {"support": 39, "precision": 0.9714285714285714, "recall": 0.8717948717948718, "f1": 0.918918918918919},
"bacterial_leaf_spot": {"support": 25, "precision": 1.0, "recall": 1.0, "f1": 1.0},
"black_rot": {"support": 13, "precision": 0.8125, "recall": 1.0, "f1": 0.896551724137931},
"clubroot": {"support": 18, "precision": 1.0, "recall": 1.0, "f1": 1.0},
"downy_mildew": {"support": 28, "precision": 1.0, "recall": 1.0, "f1": 1.0},
"grey_mould": {"support": 9, "precision": 1.0, "recall": 1.0, "f1": 1.0},
"healthy": {"support": 40, "precision": 0.9512195121951219, "recall": 0.975, "f1": 0.9629629629629629},
"ringspot": {"support": 17, "precision": 1.0, "recall": 1.0, "f1": 1.0}
},
"source_stratified": {
"cabbageguard_canonical": {"n": 30, "accuracy": 0.8, "mean_confidence": 0.8593493362267812},
"kaggle_pest_ai": {"n": 135, "accuracy": 1.0, "mean_confidence": 0.994309276121634},
"mendeley_comprehensive_vegetable_leaf_disease": {"n": 24, "accuracy": 1.0, "mean_confidence": 0.9999648878971735}
},
"confusion_matrix_class_order": [
"alternaria_leaf_spot",
"bacterial_leaf_spot",
"black_rot",
"clubroot",
"downy_mildew",
"grey_mould",
"healthy",
"ringspot"
],
"protocol": {
"validation_selection_metric": "validation_macro_f1",
"best_validation_epoch": 7,
"best_validation_macro_f1": 0.9585248401011454,
"train_only_augmentation": true,
"validation_and_test_augmentation": false,
"test_time_augmentation": false,
"canonical_source_oversampling": 2,
"targeted_oversampled_classes": ["alternaria_leaf_spot", "black_rot", "downy_mildew"],
"class_weighting": "inverse_sqrt_train_frequency_with_targeted_modifiers",
"seed": 42,
"gpu": "Tesla P100-PCIE-16GB"
},
"data_audit": {
"total_images": 1272,
"train": 891,
"validation": 192,
"test": 189,
"corrupt_images": 0,
"cross_split_exact_duplicate_groups": 0
}
}
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