Kalman filter is one of the popular approach in image processing or computer vision especially for object tracking community. The following link show the Kalman filter description with the help of Matlab software.
https://www.mathworks.com/videos/understanding-kalman-filters-part-1-why-use-kalman-filters–1485813028675.html?s_eid=PSM_gen
