\input zb-basic \input zb-ioport \iteman{io-port 05317114} \itemau{Zhang, Zhongfei (Mark); Khan, Haroon; Robertson, Mark A.} \itemti{A holistic, in-compression approach to video segmentation for independent motion detection.} \itemso{EURASIP J. Adv. Signal Process. 2008, Article ID 738158, 9 p. (2008).} \itemab Summary: This paper develops a large scale surveillance video data unsupervised segmentation technique regarding whether there is a presence of independent motion. We propose a holistic, in-compression approach to efficient video segmentation. By efficient, we mean that the processing speed is close to or even faster than real-time in ``normal'' platforms (we do not assume using special hardware or any parallel machines) while still maintaining a good quality segmentation. Theoretical and experimental analyses demonstrate and validate the holistic, in-compression approach to solving for video segmentation problem for independent motion detection. \itemrv{~} \itemcc{} \itemut{} \itemli{doi:10.1155/2008/738158} \end