https://github.com/cuixing158/single-image-calibration

Implementation and visualisation of multiple classical linear calibration methods for a single image
https://github.com/cuixing158/single-image-calibration

algorithm algorithms camera-calibration geometric-algorithms mathematical-modelling matlab pinhole pinhole-camera single-image-reconstruction

Last synced: 3 days ago
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Implementation and visualisation of multiple classical linear calibration methods for a single image

• Host: GitHub
• URL: https://github.com/cuixing158/single-image-calibration
• Owner: cuixing158
• Created: 2022-08-29T13:22:42.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2023-11-21T00:26:14.000Z (12 months ago)
• Last Synced: 2024-11-12T14:13:47.670Z (3 days ago)
• Topics: algorithm, algorithms, camera-calibration, geometric-algorithms, mathematical-modelling, matlab, pinhole, pinhole-camera, single-image-reconstruction
• Language: MATLAB
• Homepage:
• Size: 7.97 MB
• Stars: 19
• Watchers: 1
• Forks: 7
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        

# single image calibration

[![View singleImageCalibration on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://ww2.mathworks.cn/matlabcentral/fileexchange/116875-singleimagecalibration)

[![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=cuixing158/singleImageCalibration&file=demoOneImgCalibrate.mlx)

## Overview

Implementation and visualisation of multiple classical linear calibration methods for a single image.This repo aims to provide as many single image calibration methods as possible for linear [pinhole cameras](https://en.wikipedia.org/wiki/Pinhole_camera_model#The_geometry_and_mathematics_of_the_pinhole_camera), solving for camera intrinsic and extrinsic parameters based on known 3D-2D corresponding points or other auxiliary conditions, and presenting them in the most intuitive way,deepening the understanding of the camera imaging process.

 :eyes:[View the example](https://viewer.mathworks.com/?viewer=live_code&url=https%3A%2F%2Fww2.mathworks.cn%2Fmatlabcentral%2Fmlc-downloads%2Fdownloads%2F2076f3ea-45d2-4e42-b65a-a17743a363ef%2F4a77a1a1-383d-4786-aa9d-a48c8b0511d0%2Ffiles%2FdemoOneImgCalibrate.mlx&embed=web) :arrow_forward:[Run the example](https://matlab.mathworks.com/open/github/v1?repo=cuixing158/singleImageCalibration&file=demoOneImgCalibrate.mlx)

## Requirements

- MATLAB® R2022b or later(Because Computer Vision Toolbox™ has [switched to the "Premultiply Convention"](https://ww2.mathworks.cn/help/images/migrate-geometric-transformations-to-premultiply-convention.html) since R2022b.)

- Image Processing Toolbox™

- Computer Vision Toolbox™

- Symbolic Math Toolbox™ 

Note: If you are using MATLAB version R2022a or earlier, use [v1.0 of this repository](https://github.com/cuixing158/singleImageCalibration/tree/1.0)!

## Algorithms

Current have these algorithms:

- Method1：Decompose camera projection matrix(QR decomposition)

- Method2：Decompose camera projection matrix(intrinsic and extrinsic properties)

- Method3：tsai calibration

- Method4：Geometric solution

- Method5：Algebraic solution

## Some visualizations

    

    


    
Draw Mapping


    

    


    
Vanishing Lines Overview


    

    


    
Stereo Visualization


    

    


    
Trirectangular Tetrahedron


## Implementation and Get Started

Implemented in "lean and elegant" code that is easy to read. See `demoOneImgCalibrate.mlx` or [demoOneImgCalibrate.md](./demoOneImgCalibrate.md) format entry file.

To getting started,there are two ways：

- click [![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=cuixing158/singleImageCalibration&file=demoOneImgCalibrate.mlx) to open `demoOneImgCalibrate.mlx` in MATLAB Online®(in your web browser with no installation required).

- Download or clone this repository to your local machine and open `demoOneImgCalibrate.mlx` in MATLAB®

  Then just run ,take enjoy yourself!

## Acknowledgments

1. Aaron T. Becker's Robot Swarm Lab (2023). Calibrate Camera with one Photo (Linear Method) (https://www.mathworks.com/matlabcentral/fileexchange/73079-calibrate-camera-with-one-photo-linear-method), MATLAB Central File Exchange. Retrieved November 18, 2023.

2. [Camera Calibration](http://vision.stanford.edu/teaching/cs231a_autumn1112/lecture/lecture8_camera_calibration_cs231a_marked.pdf)

3. [Geometry of a single camera](http://saurabhg.web.illinois.edu/teaching/ece549/sp2021/slides/lec14_calibration.pdf)