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StarFusion is a new spatiotemporal fusion method that combines deep learning and traditional regression techniques to improve the temporal resolution and fusion accuracy of high-resolution satellite imagery in agriculture. It addresses the common problem of infrequent imaging and cloud cover interference, making it an invaluable tool for more effective crop monitoring and management.