{ "model_name": "secondhand-market-classifier", "version": "1.0.0", "architecture": "ensemble", "accuracy": 70.61, "num_models": 7, "input_shape": [ 224, 224, 3 ], "num_classes": 5, "class_names": [ "가구", "생활용품", "전자기기_도서", "취미_게임", "패션_뷰티" ], "preprocessing": { "resize": [ 224, 224 ], "normalize": "divide_by_255", "color_mode": "RGB" }, "training_info": { "dataset_size": 3346, "training_method": "transfer_learning", "data_augmentation": true, "cross_validation": "k_fold", "optimizer": "AdamW", "loss_function": "categorical_crossentropy" }, "created_at": "2025-06-23T13:34:19.126875", "framework": "tensorflow", "python_version": "3.9+", "dependencies": [ "tensorflow>=2.10.0", "fastapi>=0.68.0", "uvicorn>=0.15.0", "pillow>=8.0.0", "numpy>=1.21.0" ] }