The HF Zero-Shot Classification deep learning package enables seamless integration of pretrained zero-shot classification models from the Hugging Face Hub into ArcGIS. This allows you to classify images using any custom class labels at inference time—without needing to retrain the model. The package supports a wide range of Hugging Face models tailored for zero-shot image classification tasks.

Before using a model, review and comply with its licensing terms as listed on its Hugging Face model page. Only use trusted models, as they contain code and weights that may affect system security. Also, be mindful of the model size and ensure your system has sufficient CPU or GPU memory for successful inference.