IRRISIGHT is a large-scale multimodal dataset that combines satellite, soil, crop, and hydrological data across 20 U.S. states to advance irrigation mapping and agricultural water management research.

We propose CovMatch, a scalable dataset distillation method for image-text contrastive learning that aligns cross-covariance and feature distributions between real and synthetic data.