| { | |
| "architecture": "TransferLearning_resnet34", | |
| "num_classes": 4, | |
| "dropout_rate": 0.4682019316470914, | |
| "model_name": "resnet34", | |
| "input_size": [ | |
| 3, | |
| 224, | |
| 224 | |
| ], | |
| "class_names": [ | |
| "Low Texture", | |
| "Medium-Low Texture", | |
| "Medium-High Texture", | |
| "High Texture" | |
| ], | |
| "texture_bins": [ | |
| 0.42500000447034836, | |
| 0.6000000238418579, | |
| 0.7750000059604645 | |
| ], | |
| "best_hyperparameters": { | |
| "model_name": "resnet34", | |
| "dropout_rate": 0.4682019316470914, | |
| "learning_rate": 0.00027817005315620047, | |
| "weight_decay": 1.4677013775851028e-05, | |
| "batch_size": 2 | |
| }, | |
| "test_accuracy": 80.0, | |
| "validation_accuracy": 50.0, | |
| "automl_trials": 20, | |
| "transfer_learning": true | |
| } |