1. A method comprising: receiving a video frame of a video sequence; detecting region of interest (ROI) features within the video frame; approximating a ROI object shape within the video frame based on the detected ROI features; segmenting the video frame into multiple candidate regions based on the detected ROI features; and selecting one or more of the candidate regions located within the ROI object shape of the video frame as an ROI object.