Image Processing Toolbox

This repository contains three Python scripts for performing different image processing tasks using OpenCV and NumPy. The scripts are as follows:

Moment Calculation
- File: moment_calculation.py
- Description: Computes various moments of an input grayscale image, including the (1,1) and (2,2) order moments, as well as the moment of inertia.
- Functions:
  - load_image(image_path): Load the image in grayscale.
  - compute_moment_11(image): Compute the (1,1) order moment.
  - compute_moment_22(image, moment_11): Compute the (2,2) order moment.
  - compute_moment_inertia(image): Compute the moments of inertia.
  - main(): Load an image, compute moments, and display results.
Edge Detection Using Convolution
- File: edge_detection_convolution.py
- Description: Detects edges in an input image using convolution with first and second order edge detection kernels.
- Functions:
  - load_image(image_path): Load the image.
  - extract_edges(image): Extract first and second order edges using convolution.
  - main(): Load an image, extract edges, and display the result.
Edge Detection Using Sobel and Prewitt Operators
- File: edge_detection_operators.py
- Description: Detects edges in an input image using Sobel and Prewitt edge detection operators.
- Functions:
  - load_image(image_path): Load the image.
  - extract_edges(image): Extract Sobel and Prewitt edges using convolution.
  - main(): Load an image, extract edges, and display the result.

Usage

Clone the repository:

git clone https://github.com/your-username/image-processing-toolbox.git

Run any of the scripts using Python:

python moment_calculation.py
python edge_detection_convolution.py
python edge_detection_operators.py

Feel free to explore and experiment with the provided scripts for different image processing tasks! .