Motion Transfer Results

Table of Contents
Fig 1
Qualitative Results with VideoCrafter2
Qualitative Results with WAN 2.1 (1.3B)
Comparisons
More Qualitative Results with VideoCrafter2
Identity Leakage and Motion Transfer with Other Video Models
WAN 2.1 (1.3B)
WAN 2.1 (1.3B) Base Model (No Q Injection)
Fast, 8 Step Sampling using T2V-Turbo-V2
Base Model T2V-Turbo-V2 (No Q Injection)
LTX-Video
LTX-Video Base Model (No Q Injection)

Note: Videos are automatically synchronized for comparison. If synchronization appears off, please refresh the page

Fig 1

Source ✔ Motion, structure ✖ Identity leak ✔ Motion, structure ✔ Different Identity
 
 
 

Qualitative Results with VideoCrafter2

Source A rabbit in a field, low poly, orbit shot Source A Roman soldier standing in front of the Colosseum
 
 
 
 
Source A cartoon of a dancing sloth Source A goose walking in a puddle
 
 
 
 
Source A horse crossing a wide river in a meadow Source A ship sailing on the sea
 
 
 
 

Qualitative Results with WAN 2.1 (1.3B)

Source A cat is chasing a mouse in a beach Source A monkey climbing on a wall
 
 
 
 
Source A penguin is sliding on an icy slope Source A teddy bear on a scooter, viewed from behind, a smooth tracking shot
 
 
 
 
Source A lion sitting on top of a cliff captured with a zoom out Source A tiger in a push-up position performing dumbbell rows in the forest
 
 
 
 
Source A goalkeeper in a red jersey leaps skyward to catch the ball Source A dolphin jumping into the ocean
 
 
 
 

Comparisons

"Ours" using VideoCrafter2

Source Ours Motion Clone Motion Inversion DMT
 
Two monkeys playing with coconuts
 
 
 
Source Ours Motion Clone Motion Inversion DMT
 
A boy walking in a field
 
 
 
Source Ours Motion Clone Motion Inversion DMT
 
A train riding on rails in autumn view
 
 
 
Source Ours Motion Clone Motion Inversion DMT
 
A fox sitting in a snowy mountain
 
 
 

Source Ours Motion Clone Motion Inversion
 
A penguin is sliding on an icy slope
 
 
Source Ours Motion Clone Motion Inversion
 
A Roman soldier standing in front of the Colosseum
 
 
Source Ours Motion Clone Motion Inversion
 
Microchip (Custom Shot)
 
 
Source Ours Motion Clone Motion Inversion
 
A rabbit in a field, low poly, orbit shot
 
 

More Qualitative Results with VideoCrafter2

Source A pirate ship sailing in a river Source Dining room captured with a pan right
 
 
 
 
Source A lion sitting on top of a cliff Source A fish swimming in the lake
 
 
 
 
Source Sea ice during sunset (Crane up shot) Source A motorbike driving in a forest
 
 
 
 
Source A robot walking in a puddle Source A cartoon of a dancing frog
 
 
 
 
Source Forest captured with a tilt up. Mars captured with a tilt up Snowy field captured with a tilt up
 
 
 
 

Identity Leakage and Motion Transfer with Other Video Models

WAN 2.1 (1.3B)

Source ✔ Motion, structure ✖ Identity leak ✔ Motion, structure ✔ Different Identity
 
 
 

WAN 2.1 (1.3B) Base Model (No Q Injection)

Source A dog walking on a snow field, the camera follows it, realistic (No Q Injection) A pink pig walking on a snow field, the camera follows it, realistic (No Q Injection)
 
 
 

Fast, 8 Step Sampling using T2V-Turbo-V2

Source ✔ Motion, structure ✖ Identity leak ✔ Motion, structure ✔ Different Identity
 
 
 

Base Model T2V-Turbo-V2 (No Q Injection)

Source A dog running on top of a cloud (No Q Injection) A pig running on top of a cloud (No Q Injection)
 
 
 

LTX-Video

Source ✔ Motion, structure ✖ Identity leak ✔ Motion, structure ✔ Different Identity
 
 
 

LTX-Video Base Model (No Q Injection)

Source A dog trotting across a muddy farm (No Q Injection) A pig trotting across a muddy farm (No Q Injection)