Hi-CNA is a high-resolution image dataset focused on Cropland non-agriculturalization (CNA). It includes CNA scenes from multiple regions in China and consists of two temporal phases. The dataset provides annotations for cropland changes and semantics, with a total of 6797 pairs of 512*512 images.