The HF Object Classification deep learning package allows seamless integration of pre-trained image classification models from the Hugging Face Hub into ArcGIS. This enables you to classify objects using a wide range of Hugging Face models directly within your ArcGIS workflows, based on the categories each model is trained to recognize.

Before using any model, review and comply with its licensing terms as outlined on its Hugging Face model page. It is recommended to use only trusted models, as they include code and model weights that may affect system security. Additionally, be sure to allocate sufficient CPU or GPU memory for inference, as model size and resource requirements can vary.