1. An apparatus configured to detect a body part from a user image, the apparatus comprising: an image acquirer configured to acquire a depth image; an extractor configured to extract the user image from a foreground of the depth image; and a body part detector configured to detect the body part from the user image using a classifier, the classifier trained based on at least one of a single-user image sample and a multi-user image sample.