We compare Snap Video against publicly available samples released by the authors and perform a user study evaluating photorealism, video-text alignment, and motion quantity and quality. While the public samples may have been chosen to showcase the method's strengths, our method shows improved photorealism, video-text alignment, motion quantity and quality. Results are expressed in percentage of votes in favor of our method.
Photorealism
Video-Text Align.
Motion Quantity
Motion Quality
Video LDM
61.7
64.4
62.2
65.8
We compare results produced by our method (left) with results produced by Video LDM (right)
Hover the cursor on the video to reveal the prompt.
Snap Video
Video LDM
Two pandas sitting at a table playing cards, 4k, high resolution.
Two pandas sitting at a table playing cards, 4k, high resolution.
Low angle of pouring beer into a glass cup.
Low angle of pouring beer into a glass cup.
Two raccoons reading books in NYC Times Square.
Two raccoons reading books in NYC Times Square.
A horse galloping through van Gogh's Starry Night.
A horse galloping through van Gogh's Starry Night.
Yellow flowers swing in wind.
Yellow flowers swing in wind.
A fat rabbit wearing a purple robe walking through a fantasy landscape.
A fat rabbit wearing a purple robe walking through a fantasy landscape.
An astronaut riding a horse in sunset, 4k, high resolution.
An astronaut riding a horse in sunset, 4k, high resolution.
Teddy bear walking down 5th Avenue, front view, beautiful sunset, close up, high definition, 4k.
Teddy bear walking down 5th Avenue, front view, beautiful sunset, close up, high definition, 4k.
A dog wearing virtual reality goggles in sunset, 4k, high resolution.
A dog wearing virtual reality goggles in sunset, 4k, high resolution.
A panda standing on a surfboard in the ocean in sunset, 4k, high resolution.
A panda standing on a surfboard in the ocean in sunset, 4k, high resolution.
Two pandas discussing an academic paper.
Two pandas discussing an academic paper.
Traveler walking alone in the misty forest at sunset.
Traveler walking alone in the misty forest at sunset.
Fireworks.
Fireworks.
Milk dripping into a cup of coffee, high definition, 4k.
Milk dripping into a cup of coffee, high definition, 4k.
Waves crashing against a lone lighthouse, ominous lighting.
Waves crashing against a lone lighthouse, ominous lighting.
Close up of grapes on a rotating table. High definition.
Close up of grapes on a rotating table. High definition.
Flying through a fantasy landscape, 4k, high resolution.
Flying through a fantasy landscape, 4k, high resolution.
An astronaut flying in space, 4k, high resolution.
An astronaut flying in space, 4k, high resolution.
A dog swimming.
A dog swimming.
Flying through an intense battle between pirate ships in a stormy ocean.
Flying through an intense battle between pirate ships in a stormy ocean.
A cute happy Corgi playing in park, sunset, 4k.
A cute happy Corgi playing in park, sunset, 4k.
A raccoon dressed in suit playing the trumpet, stage background, 4k, high resolution.
A raccoon dressed in suit playing the trumpet, stage background, 4k, high resolution.
Turtle swimming in ocean.
Turtle swimming in ocean.
Bird-eye view of a highway in Los Angeles.
Bird-eye view of a highway in Los Angeles.
A teddy bear is playing the electric guitar, high definition, 4k.
A teddy bear is playing the electric guitar, high definition, 4k.
A hot air balloon ascending over a lush valley, 4k, high definition.
A hot air balloon ascending over a lush valley, 4k, high definition.
Icelandic horses near lake.
Icelandic horses near lake.
The Orient Express driving through a fantasy landscape, animated oil on canvas.
The Orient Express driving through a fantasy landscape, animated oil on canvas.
A monkey is playing bass guitar, stage background, 4k, high resolution.
A monkey is playing bass guitar, stage background, 4k, high resolution.
A lion standing on a surfboard in the ocean in sunset, 4k, high resolution.
A lion standing on a surfboard in the ocean in sunset, 4k, high resolution.
An astronaut cooking with a pan and fire in the kitchen, high definition, 4k.
An astronaut cooking with a pan and fire in the kitchen, high definition, 4k.
A fantasy landscape, trending on artstation, 4k.
A fantasy landscape, trending on artstation, 4k.
A polar bear is playing bass guitar in snow, 4k, high resolution.
A polar bear is playing bass guitar in snow, 4k, high resolution.
Time lapse at a fantasy landscape, 4k, high resolution.
Time lapse at a fantasy landscape, 4k, high resolution.
A fox dressed in suit dancing in park.
A fox dressed in suit dancing in park.
Two raccoons are playing drum kit in NYC Times Square, 4k, high resolution.
Two raccoons are playing drum kit in NYC Times Square, 4k, high resolution.
A burning volcano.
A burning volcano.
A squirrel eating a burger.
A squirrel eating a burger.
A shiny golden waterfall flowing through glacier at night.
A shiny golden waterfall flowing through glacier at night.
A sloth playing video games and beating all the high scores.
A sloth playing video games and beating all the high scores.
A video that showcases the beauty of nature, from mountains and waterfalls to forests and oceans.
A video that showcases the beauty of nature, from mountains and waterfalls to forests and oceans.
A fantasy landscape, trending on artstation, 4k, high resolution.
A fantasy landscape, trending on artstation, 4k, high resolution.
An animated painting of fluffy white clouds moving in sky.
An animated painting of fluffy white clouds moving in sky.
An astronaut riding a horse, high definition, 4k.
An astronaut riding a horse, high definition, 4k.
A cat wearing sunglasses and working as a lifeguard at a pool.
A cat wearing sunglasses and working as a lifeguard at a pool.
An astronaut feeding ducks on a sunny afternoon, reflection from the water.
An astronaut feeding ducks on a sunny afternoon, reflection from the water.
Sunset time lapse at the beach with moving clouds and colors in the sky, 4k, high resolution.
Sunset time lapse at the beach with moving clouds and colors in the sky, 4k, high resolution.
Flying through fantasy landscapes, 4k, high resolution.
Flying through fantasy landscapes, 4k, high resolution.
Time lapse at the snow land with aurora in the sky, 4k, high resolution.
Time lapse at the snow land with aurora in the sky, 4k, high resolution.
Wood on fire.
Wood on fire.
A golden retriever has a picnic on a beautiful tropical beach at sunset, high resolution.
A golden retriever has a picnic on a beautiful tropical beach at sunset, high resolution.
A big moon rises on top of Toronto city.
A big moon rises on top of Toronto city.
A bigfoot walking in the snowstorm.
A bigfoot walking in the snowstorm.
A fire dragon breathing, trending on artstation, slow motion.
A fire dragon breathing, trending on artstation, slow motion.
A swarm of bees flying around their hive.
A swarm of bees flying around their hive.
Cherry blossoms swing in front of ocean view, 4k, high resolution.
Cherry blossoms swing in front of ocean view, 4k, high resolution.