https://github.com/alvii147/imagenoiseinterpolation

Noise Interpolation for Colored Images
https://github.com/alvii147/imagenoiseinterpolation

image-processing noise-detection signal-processing

Last synced: about 1 year ago
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Noise Interpolation for Colored Images

• Host: GitHub
• URL: https://github.com/alvii147/imagenoiseinterpolation
• Owner: alvii147
• Created: 2021-11-25T16:02:06.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2023-04-04T19:46:50.000Z (about 3 years ago)
• Last Synced: 2025-02-16T16:57:57.574Z (over 1 year ago)
• Topics: image-processing, noise-detection, signal-processing
• Language: Python
• Homepage:
• Size: 82.1 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Image Noise Interpolation

This repository contains the replication of the color image noise interpolation methods to correct impulsive noise, outlined in [this paper](https://ieeexplore.ieee.org/document/1595367). See [documentation](https://alvii147.github.io/ImageNoiseInterpolation/build/html/index) for more details, see [report](https://alvii147.github.io/ImageNoiseInterpolation/report/ECE_313_Course_Project) for walkthrough.

## Installation

Clone the repository,

```bash

git clone https://github.com/alvii147/ImageNoiseInterpolation.git

```

Navigate to cloned directory,

```bash

cd ImageNoiseInterpolation/

```

Set up and activate Python virtual environment (optional),

```bash

python3 -m venv env

# Linux/MacOS

source env/bin/activate

# Windows

source env/Scripts/activate

```

Install dependencies,

```bash

pip3 install -r requirements.txt

```

## Quickstart

### Original Image

![Original](img/birb.png)

### Noisy Image

```bash

python3 noisify.py birb.png birb_noisy.png -p 0.02 -n 0.02

```

![Noisy](img/birb_noisy.png)

### Interpolated Image

```bash

python3 interpolate.py birb_noisy.png birb_interpolated.png

```

![Interpolated](img/birb_interpolated.png)