Skip to content

Glare reduction is a step in Recovering glare images by Image processing method in Convolutional Neural Network (CNN).

License

Notifications You must be signed in to change notification settings

ducthotran2010/glare-reduction

Repository files navigation

Glare Reduction - Image Processing

Introduction

Glare reduction 1

Glare reduction 2

Glare reduction is a step in Recovering glare images by Image processing method in Convolutional Neural Network (CNN).

You can use this at step: pre-processing data in CNN.

Glare reduction includes 3-mixed-filter by 4 steps:

  1. Reduce-glare filter
  2. Enhance contract: f = 1.6
  3. Reduce-glare filter
  4. Enhance contract: f = 1.4

More details at Documentation.pdf

Development

  1. Put your glare image into examples folder.
  2. In your terminal:
    python generate.py && python show_case.py
  1. Check out your Generated_Image folder.

Filters' Description

1. Reduce-glare filter:

Include a 4-mixed-filter by 4 steps:

  1. First polynomial function
  2. Gamma correction: g = 0.75
  3. Second polynomial function
  4. Gamma correction: g = 0.8

2. First polynomial function:

For every pixel value within [0; 255], First polynomial function map it to another value so that:

  • The intensity with value less than 100 will increase.
  • The intensity with value greater than 100 will decrease.
first poly func
Orange line
x is original intensity
y = f(x) is intensity after applying the first polynomial function

First polynomial function's expression:

first poly exp

3. Second polynomial function:

For every pixel value within [0; 255], Second polynomial function map it to another value so that:

  • The intensity with value less than 160 will increase.
  • The intensity with value greater than 160 will decrease.
first poly func
Orange line
x is original intensity
y = f(x) is intensity after applying the second polynomial function

Second polynomial function's expression:

first poly exp

About

Glare reduction is a step in Recovering glare images by Image processing method in Convolutional Neural Network (CNN).

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages