This dataset contains satellite images of 21 classes such as buildings, baseball fields, freeways, etc. The original size of the images is 256×256 pixels. Originally there were 100 images per class. After augmenting each image 4 times the size of each class was brought up to 500 images. This allows for making a more robust model.