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A complete package to perform a list of simple manual and package based image preprocessing techniques

Project description

📸 Basic Image Preprocessing 📸

PyPI version Downloads License: MIT Supported Python Versions

Basic Image Preprocessing is a Python package that is focused on handling the various Image enhancement and Noise removal techniques.

The package encompasses most of the basic methods and algorithms used for enhancing the quality of the image as well as the removal of noise from the image.

Quick Install

You can install the package directly by using the pip command or through the conda command prompt

pip install basic_image_preprocessing or conda install basic_image_preprocessing -c conda-forge

List of Techniques Available in the Package

Types Method Sub Types Example File
Traditional Linear Equation Linear Equation Usage Examples
Non Linear Methods
  1. Power transformation
  2. Exponential transformation
  3. Lograthimic transformation
Non Linear Method Usage Examples
Basic Mathematical Operations
  1. Addition
  2. Subtraction
  3. Multiplication
  4. Division
Basic Mathematical Operation Usage Examples
Conventional Histogram Equalization Histogram Equalization Usage Examples
CLAHE CLAHE Usage Examples
Edge Detection Laplacian Laplacian Usage Examples
Canny Edge Detection Canny Edge Detection Usage Examples
Edge Filtering Techniques
  1. Sharpenning
  2. Custom Edge Detection
Edge Filtering technique Usage Examples
Frequency Noise Filtering Fourier Transform Fourier Transform Usage Examples
Spatial Noise Filtering Bilateral Filter Bilateral Filter Usage Examples
Wiener Filter Wiener Filter Usage Examples
Basic Noise Filtering
  1. Mean Filtering
  2. Median Filtering
  3. Gaussian Filtering
Basic Noise Filtering Usage Examples

💁 Contributing

If you would like to contribute to this project, create a pull request with your changes and provide a detailed description of the change being done.

:lady_beetle: Report a bug

If you find a bug or unexpected behavior when using any of the methods, kindly raise an Issue. Please follow the bug template here while raising the bug, so that it will be easy for us to analyze and provide a fix for the issue.

:placard: Request a new Algorithm / Functionality

If you find any method or algorithm missing from the package, please create a feature request under the Issue section by following the feature request template found here We will go through the request and do the required works to get the feature ready.

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