If you do not have a dataset in-hand, you can scrape images from Google Images and make up a dataset of your choice. In order to do so, simply install Fatkun Batch Download Image extension on your google chrome browser and download any set of google images by clicking the extension tab. Place all images of the same class under the same folder and name it accordingly with the class label.