There are various approaches to moving object detection from video; e.g. background subtraction, temporal differencing, statistical approaches, optical flow etc. This chapter summarizes these methodologies. Different challenging conditions that pose problems in moving object detection are also identified. Object tracking, a task closely related to moving object detection is also discussed in brief in this chapter. © The Author(s) 2014.