| { | |
| "model_name": "astronomy-image-classification-ensemble", | |
| "description": "Multi-class astronomy image classification system using ensemble of ResNet50 and DenseNet121", | |
| "classes": ["constellation", "cosmos", "galaxies", "nebula", "planets", "stars"], | |
| "input_size": [224, 224], | |
| "model_architecture": "ResNet50 + DenseNet121 Ensemble", | |
| "individual_accuracies": { | |
| "resnet50": 0.6486, | |
| "densenet121": 0.6396 | |
| }, | |
| "ensemble_expected_accuracy": "70-75%", | |
| "target_accuracy": 0.95, | |
| "framework": "PyTorch", | |
| "ensemble_method": "Soft Voting (Average Probabilities)", | |
| "preprocessing": { | |
| "resize": [224, 224], | |
| "normalization": "ImageNet", | |
| "augmentation": "Albumentations" | |
| }, | |
| "model_files": [ | |
| "best_resnet50.pth", | |
| "best_densenet121.pth" | |
| ] | |
| } |