A collection of information about Data Augmentation libraries for Image Processing.

Automold

last updated on 10/10/2023

Repository Documentation Transformations
Supported languages:
  • Python
Transformations Description Tags
1.

Simulates autumn colors.

 WEATHER
Original Augmented
Original Augmented
Original Augmented
Original Augmented 
aug = am.add_autumn(img)
2.

Simulates fog.

 WEATHER
Original Augmented 
aug = am.add_fog(img, fog_coeff=0.3)
3.

Simulates the presence of gravel on the road.

 STREET
Original Augmented 
aug = am.add_gravel(img, no_of_patches= 200)
4.

Simulates the presence of a manhole on the road.

 STREET
Original Augmented 
aug = am.add_manhole(img)
5.

Simulates rain.

 WEATHER
Original Augmented 
aug = am.add_rain(img)
6.

Simulates shadows.

 STREET
Original Augmented 
aug = am.add_shadow(img)
7.

Simulates snow.

 WEATHER
Original Augmented
Original Augmented 
aug = am.add_snow(img)
8.

Simulates an image captured in motion.

 STREET BLUR
Original Augmented 
aug = am.add_speed(img)
9.

Simulates sunflare.

 WEATHER
Original Augmented 
aug = am.add_sun_flare(img)
10.

Performs random transformations on the image.
11.

Increases the brightness of the image.

 PHOTOMETRY
Original Augmented 
aug = am.brighten(img)
12.

Adjusts the exposure.

 PHOTOMETRY
Original Augmented
Original Augmented 
aug = am.correct_exposure(img)
13.

Decreases the brightness of the image.

 PHOTOMETRY
Original Augmented 
aug = am.darken(img)
14.

Flips the image along the x-axis.

 BASIC GEOMETRY
Original Augmented 
aug = am.fliph(img)
15.

Flips the image along the y-axis.

 BASIC GEOMETRY
Original Augmented 
aug = am.flipv(img)
16.

Randomly changes the brightness of the image.

 PHOTOMETRY
Original Augmented 
aug = am.random_brightness(img)
17.

Randomly flips the image.

 BASIC GEOMETRY