Text2Video Tools Comparison, Ongoing


Category     Duration     Tool / Material    
ML/AI; experiment April 2024 - Present @ University of Washington Python

We will compare different Text2Video tools and models with a slightly different set of prompts.

In addition to the test with Text2Video-Zero, one of the DXARTS pretrained models collaborated with Juan Pampin will be used. The prompts for this experiment are not the same as the others since we have customized the prompt in our model. Please check the section Text2Video-Zero & DreamBooth.



Overview

Name Version / Pipeline Year OSS
Runway Gen-2 Feb 2023
Pika 1.0 Dec 2023
Haiper N/A Mar 2024
AnimateDiff MotionAdapter; AnimateDiffPipeline Jul 2023
ModelScope DiffusionPipeline Aug 2023
Text2Video-Zero TextToVideoZeroPipeline Mar 2023
Text2Video-Zero & DreamBooth TextToVideoZeroPipeline & StableDiffusionPipeline Mar 2023 & Aug 2022



Runway Gen-2


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

motion 10 seed 3764983004 upscale no interpolate yes


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

motion 10 seed 1304017825 upscale no interpolate yes


Prompt 3

Mechanical butterflies

Settings

motion 10 seed 592815518 upscale no interpolate yes



Pika 1.0


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

strength of motion 1 seed 8542545107064007 consistency with the text 15


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

strength of motion 1 seed 3467453598348163 consistency with the text 15


Prompt 3

Mechanical butterflies

Settings

strength of motion 1 seed 3467453598348163 consistency with the text 12



Haiper


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

seed 2226327552


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Settings

seed 2164124837


Prompt 3

Mechanical butterflies

Settings

seed 1965428839



AnimateDiff


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24


Prompt 3

Mechanical butterflies

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24



ModelScope


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24


Prompt 3

Mechanical butterflies

Negative Prompt

text, watermark, copyright, blurry, low resolution, blur, low quality

Settings

num_inference_steps 200 num_frames 24



Text2Video-Zero


Prompt 1

A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100


Prompt 2

Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100


Prompt 3

Mechanical butterflies

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100



Text2Video-Zero & DreamBooth


Prompt 1

(A Zen citrus tree surrounded by mechanical butterflies in a futuristic botanical garden, a citrus is in the middle giving a speech, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper) printed [A] banknote design

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100


Prompt 2

(Mechanical butterflies in a futuristic botanical garden, (impressionist paintings), (((highly dynamic))), big movements, (watercolour style), blending of colours, soft gradient, Chinese painter Wu Guanzhong, Edward Hopper) printed [A] banknote design

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100


Prompt 3

(Mechanical butterflies) printed [A] banknote design

Negative Prompt

deformed, disfigured, poor details, bad anatomy

Settings

seed 2390 num_inference_steps 100