One aspect of the subject matter described in this specification can be implemented in a method that includes sampling an image to generate a sample portion; evaluating pixels in the sample portion to determine whether the pixels correspond to skin tone colors; generating, based on the determination, a skin tone result indicating a confidence level that the received image includes a depiction of human skin; and providing the skin tone result to an image management application to indicate a likelihood the image depicts a human face.