Office-Caltech-10 is a standard domain adaptation benchmark consisting of the Office 10 and Caltech 10 datasets, including 10 overlapping categories in the two datasets. The dataset also includes SURF BoW histogram features and quantized to 800-dimensional vectors. This dataset can be used to study how different ImageNet model choices affect transfer accuracy for domain adaptation problems.