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This project aims to enhance image sharpness using high pass filters while mitigating noise amplification.

C++ 100.00%

high-pass-filter-using-openmp-and-mpi's Introduction

High-pass-filter-using-openmp-and-mpi

Description:

This project implements various high-pass filters using different parallelization techniques, including OpenMP and MPI. It applies high-pass filtering to input images using different kernel types and parallelization strategies.

Contents:

  1. sequential_dynamicKernel.cpp: Sequential implementation of high-pass filtering with a dynamically generated kernel.
  2. sequential_staticKernel.cpp: Sequential implementation of high-pass filtering with a statically defined kernel.
  3. openmp_dynamicKernel.cpp: OpenMP parallel implementation of high-pass filtering with a dynamically generated kernel.
  4. openmp_staticKernel.cpp: OpenMP parallel implementation of high-pass filtering with a statically defined kernel.
  5. mpi_staticKernel.cpp: MPI parallel implementation of high-pass filtering with a statically defined kernel.
  6. mpi_dynamicKernel.cpp: MPI parallel implementation of high-pass filtering with a dynamically generated kernel.
  7. Samples: Sample input images used for testing the filtering algorithms.

Usage:

  1. Compile each source code file using a C++ compiler.
  2. Execute the compiled binaries.

Dependencies:

  • OpenCV: This project uses OpenCV for image input/output and processing.
  • MPI: Required for MPI parallelization.
  • OpenMP: Required for OpenMP parallelization.

Sample Input and Output:

  • Input Image:

Sample

  • Output Image:

Output

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