In this example, we will use the Caltech Birds (2011) dataset for generating images of birds, which is a diverse natural dataset containing less then 6000 images for training. When working with such low amounts of data, one has to take extra care to retain as high data quality as possible. In this example, we use the provided bounding boxes of the birds to cut them out with square crops while preserving their aspect ratios when possible.