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image classification
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{
"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"
]
}