We present a generic approach to identify postures and gestures of a person that analyzes the global shape of an
individual. A reliable segmentation is required: We assume that the camera is static or that at least half of the visible
area in a frame is background. Otherwise it is not possible to differentiate between foreground and background motion
nor can segmentation of the person be performed.