This is the data set accompanying the publication 'Impact of training set size on the ability of deep neural networks to deal with label noise' License This work is shared under the Creative Commons Attribution ShareAlike 4.0 International License (CC BY-SA 4.0): https://creativecommons.org/licenses/by-sa/4.0/ The dataset is taken from the 6th SpaceNet challenge (https://spacenet.ai/sn6-challenge/) which also falls under the CC BY-SA 4.0 license. The original dataset was modified by removing objects from the buildings json files and converting the json files to png images. Creators of the SpaceNet dataset: Shermeyer, J., Hogan, D., Brown, J., Etten, A.V., Weir, N., Pacifici, F., Hänsch, R., Bastidas, A., Soenen, S., Bacastow, T.M., & Lewis, R. SpaceNet partners: https://spacenet.ai/about-us/