Generating subimages of an image to use to represent the image

Provided are a method, system, and article of manufacture for generating subimages of an image to use to represent the image. A determination is made of a pixel location on one axis of an image comprising a plurality of pixels. The image is divided into multiple subimages at the determined pixel location on the axis. A determination is made as to whether each subimage can be cropped to remove regions of white pixels from the subimage. Each subimage is cropped to remove a region of white pixels in response to determining that the subimage can be cropped. An image file is generated defining the image including the subimages.