This Recommendation specifies assessment criteria for vision foundation models. It identifies capabilities of vision foundation models under assessment, including open-set detection, open-set segmentation, open-set recognition, open-set classification and visual description. For each capability, it specifies representative tasks, requirements, evaluation metrics and evaluation methods. This Recommendation provides a consistent basis for assessing and comparing the capabilities of vision foundation models.