1. A digital video encoder, comprising: a segmentation module configured to segment frames in a digital video sequence into object regions and background regions; an object parameter generator configured to generate object motion and appearance parameters based on segmented object regions; and an auto regressive model generator configured to generate an auto regressive background model based on segmented background regions.