Abstract: Surveillance systems are used in general to monitor buildings, public places, traffic and the like. These systems conventionally comprise a plurality of surveillance cameras producing a large amount of video data. The video data is viewed on-line or recorded and searched through off-line. Especially in the latter case there is a strong need to improve the search speed due to the large amount of the video data.