In another embodiment, a video encoding device including a processor programmed to apply one or more segmentation mode decision factors to a video frame of a video sequence to select a high-complexity segmentation mode or a low-complexity segmentation mode, segment a region of interest (ROI) object from the video frame without reference to motion information for the video frame when the high-compl