This data set is a resized version of the original dataset Railway Track Fault Detection located at The original images are very large. It takes a considerable amount of time to resize the images for training. To eliminate that I recreated the dataset with the images reduced to 224 X 224 X 3. I also added a csv file rails.csv which provides an easy means to load the data set. .