{ "model": "ResNet-50 (RadImageNet)", "loss_function": "CE", "must_include": true, "learning_rate": 1e-05, "batch_size": 16, "weight_decay": 0.0001, "optimizer": "AdamW", "scheduler": "CosineAnnealing", "image_augmentations": { "rotation": 15, "horizontal_flip": true, "random_crop": true, "color_jitter": true, "brightness": 0.2, "contrast": 0.2, "imagenet_norm": true }, "dropout": 0.2, "loss_specific_params": "class_weights=inverse_frequency", "multi_target_strategy": "Shared backbone + task-specific heads", "single_target_strategy": null, "pretrained_weights": "RadImageNet", "fine_tuning_strategy": "Full fine-tuning", "expected_gpu_memory": "6-8GB", "architectural_family": "Medical CNN", "class_weighting": "inverse_frequency", "sampling_strategy": "balanced_batch", "threshold_selection": "F1_optimal", "experiment_name": "ResNet-50_RadImageNet_lr1e-05_bs16" }