The HF Pixel Classification deep learning package enables seamless integration of pretrained image segmentation models from the Hugging Face Hub into ArcGIS. This package allows users to perform pixel-level classification within ArcGIS using a wide range of Hugging Face models tailored for image segmentation tasks. It is designed to extract specific features from imagery based on the segmentation capabilities of the selected pretrained model.

Before using any model, users should review and comply with its licensing terms, which are available on the respective Hugging Face model page. It is recommended to use only trusted models, as they contain executable code and pretrained weights that could pose security risks. Additionally, since model sizes vary, ensure your system has sufficient CPU or GPU memory to support inference effectively.