SUN Attribute is a large-scale scene attribute dataset, mainly used for research on high-level scene understanding and fine-grained scene recognition. The dataset consists of 14,340 images of 717 scenes, each of which is annotated with 102 different attribute labels. Researchers can use the dataset to train attribute classifiers and evaluate the effectiveness of classifiers in identifying these attributes.