Skip to content

A GUI application using MATLAB that enhances images quality.

Notifications You must be signed in to change notification settings

0marAmr/Image-Denoising-Application

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

3 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Image De-noising Application

A GUI application using MATLAB that enhances images quality.

Application Description:

  • Based on 4^th^ order partial differential equations, it can reduce Gaussian, Poisson, and Speckle noises.
  • The algorithm aims to preserve the edges as much as possible so that ML algorithms are able to recognize the output image.
  • Running the algorithm for a long period of time (or large iterations) might cause a loss in high frequency details and the image becomes blocky.
  • Choosing the proper time size (Δt) and number of iterations (T) is image dependent. Tinker with these two values till you find the sweet spot that spares your image from either being too noisy or too blocky.

Flowchart:

img

Gaussian Noise:

img

GUI:

img

Team Members:

About

A GUI application using MATLAB that enhances images quality.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages