https://github.com/solrikk/optichrom

This repository provides a collection of Python tools and applications for comparing images using various algorithms such as ORB (Oriented FAST and Rotated BRIEF) and SSIM (Structural Similarity Index). The tools include both command-line scripts and graphical user interface (GUI) applications for ease of use
https://github.com/solrikk/optichrom

computer-vision cv2 feature-matching image-comparison image-comparison-tool machine-learning numpy object-detection opencv orb python scikit-image ssim tkinter visualization yolo yolov5

Last synced: 18 days ago
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This repository provides a collection of Python tools and applications for comparing images using various algorithms such as ORB (Oriented FAST and Rotated BRIEF) and SSIM (Structural Similarity Index). The tools include both command-line scripts and graphical user interface (GUI) applications for ease of use

• Host: GitHub
• URL: https://github.com/solrikk/optichrom
• Owner: Solrikk
• License: mit
• Created: 2024-09-07T21:12:57.000Z (2 months ago)
• Default Branch: main
• Last Pushed: 2024-09-07T23:18:49.000Z (2 months ago)
• Last Synced: 2024-10-10T17:42:06.205Z (about 1 month ago)
• Topics: computer-vision, cv2, feature-matching, image-comparison, image-comparison-tool, machine-learning, numpy, object-detection, opencv, orb, python, scikit-image, ssim, tkinter, visualization, yolo, yolov5
• Language: Python
• Homepage:
• Size: 939 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Optichrom

![Python](https://img.shields.io/badge/Python-3.8%2B-blue)

![OpenCV](https://img.shields.io/badge/OpenCV-4.x-green)

![Tkinter](https://img.shields.io/badge/Tkinter-GUI-yellow)

This repository provides a collection of Python tools and applications for comparing images using various algorithms such as ORB (Oriented FAST and Rotated BRIEF) and SSIM (Structural Similarity Index). The tools include both command-line scripts and graphical user interface (GUI) applications for ease of use.

## Key Features

- **ORB Feature Matching**: Identifies and matches features between two images using the ORB algorithm.

- **SSIM Comparison**: Computes the Structural Similarity Index (SSIM) between two images and visualizes the similarity map.

- **Graphical User Interface (GUI)**: Tkinter-based applications allow users to compare images visually using either SSIM or ORB.

- **Object Detection**: Supports object detection using the YOLO (You Only Look Once) model for images compared using ORB.

  

## Tools Included

1. **ORB Feature Matcher (`orb_feature_matcher.py`)**: 

   - Command-line tool to match features between two images using ORB.

   - Saves an image with the top 50 matched features highlighted.

2. **SSIM Visualizer (`ssim_visualizer.py`)**: 

   - Command-line tool for calculating the SSIM score between two images and generating a similarity map.

3. **Image Comparison App (`image_comparison_app.py`)**: 

   - Tkinter-based GUI for comparing images using either SSIM or ORB. 

   - Includes object detection using the YOLOv3 model.

4. **OptiChrom App (`optichrom_app.py`)**: 

   - Another GUI application for comparing images with support for SSIM and ORB comparison.

   - Detects objects using YOLOv3 in the compared images.

## Installation

1. Clone this repository:

   ```bash

   git clone https://github.com/Solrikk/Optichrom.git

   cd image-comparison-tools