1. A method comprising: receiving a video frame of a video sequence; identifying a moving foreground region of the video frame representing movement relative to a different video frame in the video sequence; detecting region of interest (ROI) features within a combined foreground region of the video frame corresponding to the moving foreground region and a foreground region of the different video frame; and approximating a shape of an ROI object within the video frame based on the detected ROI features.