The graphics rendering pipeline is key to generating realistic images, and a vital process of computational design, modeling, games, animation. Perhaps the largest limiting factor time; processing required for each pixel inevitably slows down produces bottleneck which limits speed potential pipeline. We applied deep generative networks complex problem an animated 3D scene. Novel datasets annota...