The fifteen scene categories refer to a commonly used dataset in scene classification research called the "15-Scene Dataset." This dataset contains images from 15 different scene categories, including office, kitchen, living room, bedroom, store, industrial, street, highway, coast, mountain, forest, tall building, open country, inside city, and suburb. The dataset is used to train and evaluate scene classification algorithms, helping researchers compare the performance of different methods.