Video background generation with composited frame conditioning
Original video
(not used as model input) |
Segmentation
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Mallard wandering around a firepit.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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A man folding bed sheets.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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Purple tie-dye jogger runs in serene park, mist over lake.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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A woman is water-skiing.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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A woman riding a horse.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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A dog plays beside an old man.
Condition
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Output
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Video background generation with background-only frame conditioning
Original video
(not used as model input) |
Segmentation
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Condition
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Output
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Original video
(not used as model input) |
Segmentation
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Condition
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Output
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Original video
(not used as model input) |
Segmentation
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Condition
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Output
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Diverse generated camera motion
Segmentation
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Lost in thought, figure strolls through foggy cityscape in winter attire.
Condition
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Seed 1
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Seed 2
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Seed 3
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Seed 4
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Segmentation
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A woman riding a motorcycle in a city.
Condition
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Seed 1
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Seed 2
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Seed 3
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Seed 4
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Segmentation
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Infant in blue onesie explores a toy-filled nursery.
Condition
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Seed 1
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Seed 2
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Seed 3
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Seed 4
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Segmentation
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Child in blue jacket joyfully picks a pumpkin in autumn patch.
Condition
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Seed 1
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Seed 2
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Seed 3
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Segmentation
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Traveler, backpack in tow, seeks secrets in desolate landscape's vastness.
Condition
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Seed 1
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Seed 2
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Seed 3
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Segmentation
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Immersed gamer moves intensely in high-tech room, exploring virtual reality.
Condition
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Seed 1
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Seed 2
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Seed 3
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Different backgrounds with the same foreground
Woman in red faces vast grey, reflecting an inner journey
Original video
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Segmentation
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Condition 1
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Output 1
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Condition 2
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Output 2
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Condition 3
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Output 3
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Condition 4
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Output 4
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Condition 5
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Output 5
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Condition 6
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Output 6
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Condition 7
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Output 7
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Woman poised backstage, ready for defining theater spotlight moment.
Original video
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Segmentation
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Condition 1
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Output 1
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Condition 2
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Output 2
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Condition 3
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Output 3
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Condition 4
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Output 4
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Determined athlete runs through cool, overcast weather, undeterred in the morning.
Original video
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Segmentation
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Condition 1
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Output 1
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Condition 2
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Output 2
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Condition 3
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Output 3
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A determined athlete trains in diverse landscapes for marathon endurance.
Original video
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Segmentation
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Condition 1
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Output 1
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Condition 2
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Output 2
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Woman confidently at outdoor, engaging at sunset.
Original video
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Segmentation
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Condition 1
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Output 1
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Condition 2
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Output 2
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Condition 3
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Output 3
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Condition 4
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Output 4
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Diverse generated contents
Segmentation
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Traveler, backpack in tow, seeks secrets in desolate landscape's vastness.
Condition
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Seed 1
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Seed 2
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Seed 3
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Seed 4
|
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Segmentation
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A child creating shimmering soap bubbles at a grassland.
Condition
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Seed 1
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Seed 2
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Seed 3
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Seed 4
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Segmentation
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Child in beach attire joyfully runs shore, bucket in hand, playing.
Condition
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Seed 1
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Seed 2
|
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Condition frame of a different subject
Original video
(not used as model input) |
Segmentation
|
A man is holding a balloon, and floating up by the balloon.
Condition
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Output
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Original video
(not used as model input) |
Segmentation
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Cyclist pauses, admires scenic overlook with open road and tranquil landscape.
Condition
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Output
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Comparison with baselines
Here we show the video version of Fig. 4 in the paper.
A car drifting on a snowy mountain road
Original video
|
Segmentation
|
Condition
|
---|---|---|
Ours
|
Gen1 [9]
|
Text2LIVE [3]
|
TokenFlow [12]
|
Control-A-Video [7]
|
|
AnimateDiff [13]
|
VideoCrafter1 [6]
|
A woman performing motorcycle stunts
Original video
|
Segmentation
|
Condition
|
---|---|---|
Ours
|
Gen1 [9]
|
Text2LIVE [3]
|
TokenFlow [12]
|
Control-A-Video [7]
|
|
AnimateDiff [13]
|
VideoCrafter1 [6]
|