Given the input text prompt (below each row of results), we compare our method with both single-image animation methods and text-to-video models in the artistic domain. For single-image animation methods, we use the same static image as our method, generated by Stable Diffusion. As the videos produced by these baselines are non-looping, we implement a postprocessing method [Endo et al. 2019] to make the generated videos looping. page.
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a large waterfall falling between hills in the style Van Gogh painting during sunset, 4k"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a photo of a waterfall falling from a hill covered in snow during winter"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a small wooden house, with a boat floating on lake, in the style of Camille Pissarro"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"world war scene, fighter planes in the sky, clouds, cinematic ancient photo, brown tint"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"always the sun, beautiful strange detailed summer seascape painting 8k resolution deviantart trending on Artstation concept art digital illustration"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a large waterfall falling from hills during sunset in the style of Leonid Afremov"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a large river flowing in front of a mountain in the style of starry nights painting"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a watercolor painting of a waterfall, high definition, 4k"
Ours
Animating Landscape
Eulerian
SLR-SFS
CogVideo
Text2VideoZero
VideoCrafter
"a surreal and dreamlike waterfall scene, using imaginative colors and shapes to create a fantastical image"