1. A method at a set top box (STB), comprises: recognizing a portion of a video stream in an Internet Protocol TV (IPTV) network having video compression artifacts corresponding to a stored model; model-based video correction of the portion recognized using synthetically generated images of objects in a captured video scene; and delivering to a presentation device a corrected portion of the video stream over a low bit rate connection.