## Method

## Comparison

### Reference video
prompt: hunter walking in the forest

### VideoComposer

### MotionDirector

### MotionClone

### Ours (AnimateDiff)

### MotionInversion

### Ours (VideoCrafter2)

### Reference video
prompt: a ceramic vase filled with fresh flowers on a windowsill

### VideoComposer

### MotionDirector

### MotionClone

### Ours (AnimateDiff)

### MotionInversion

### Ours (VideoCrafter2)

## Subject Motion Transfer (AnimateDiff)

### Reference video

### astronaut walks on the beach

### woman walks in the desert

### Reference video

### blonde moves head in the desert

### boy moves head in the city

### Reference video

### lion moves its head in the wild.

### tiger moves its head in the forest

### Reference video

### hunter walks in the forest

### robot walks in the room

### Reference video

### girl running on the beach

### old man running in the city

### Reference video

### cat walking on the sunlit beach

### lion walking in the desert

## Camera Motion Transfer (AnimateDiff)

### Reference video

### a rocky cliff overlooking a vast ocean horizon

### a vibrant meadow filled with wildflowers in spring

### Reference video

### a candle burning on a rustic wooden table

### a rocky cliff overlooking a vast ocean horizon

### Reference video

### A tropical jungle with dense foliage and sunlight

### a volcanic landscape with steaming vents and rugged terrain

### Reference video

### a dense forest with sunlight filtering through the trees

### a starry night sky above a quiet mountain range

### Reference video

### a ceramic vase filled with fresh flowers on a windowsill

### a frozen pond surrounded by frost

### Reference video

### a volcanic landscape with steaming vents and rugged terrain

### a misty waterfall cascading into a clear pool below

## Subject Motion Transfer (VideoCrafter2)

### Reference video

### parrot raises head in the snow

### seagull raises head in the desert

### Reference video

### tiger jumps in the city

### wolf jumps in the desert

### Reference video

### old_man moves head in the sunshine

### blonde moves head in the city

### Reference video

### iron man running in the forest

### girl running in the desert

## Camera Motion Transfer (VideoCrafter2)

### Reference video

### a frozen pond surrounded by frost covered trees

### a tropical jungle with dense foliage and sunlight

### Reference video

### a canyon with layered rock formations under sunlight

### a misty waterfall cascading into a clear pool below

### Reference video

### a field of sunflowers glowing under a bright blue sky

### a snow-covered valley under a pale winter sky

### Reference video

### a glowing lantern hanging from a tree_branch

### a canyon with layered rock formations under sunlight