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Deep learning-based classification of galaxy morphologies using images from the Galaxy10 DECals dataset. This repository compares state-of-the-art models, including ConvNeXt, EfficientNet, and Swin Transformer, to automate and improve the accuracy of galaxy type identification for astrophysical research.