{ "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" ] }