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QR-Code-Scanner

A QR-Code Scanner, written in C++ and using the OpenCV library, which was developed as an optional part of the university course "Computer Vision" in a small team of three.

Features

The program detects QR-Codes from image or video input, and outputs the detected QR-Code as a binary image, where each pixel is associated with a square of the QR-Code, and saves the image into a folder.

Moreover, the program is able to generate a synthetic dataset of QR-Codes from a set of ground truth QR-Codes and background images. This synthetic dataset can then be used to test the QR-Code detection.

Example

The following image presents an example of the QR-Code detection in this project. The image used is from the generated synthetic dataset. As you can see, the QR-Code is rotated and perspectively transformed and the image is very blurry and noisy. The implemented algorithm can handle this though and outputs a QR-Code that isn't too far off from the original one. This is of course an extreme case and an error should be expected.

QR-Code Detection Example

How to Use

Call the main function with the following parameters to run the respective mode:

  • Camera Mode: no input
    Attempt to open a camera feed and continuously search for QR-Codes.

  • Folder Scan Mode: [folder-path]
    Scan all images in the input folder and save the detection results into the subfolders ScanPositive and ScanNegative, which will be created at runtime.

  • Evaluation Mode: [input-path] [output-path]
    Read a single image stored at input-path and save the detection result to output-path.

  • Generate Mode: [-generate] [ground-truth-path] [output-path]
    Read images stored at ground-truth-path and generate synthetic dataset at output-path. The background image folder 99_bg has to be located next to the input folder ground-truth-path.

Examples

  • "-generate" "data/00_ground_truth" "data"
    Uses the ground truth QR-Codes given in the project and generates a synthetic dataset in the data folder.

  • "data/07_noise"
    After running the first example, this will use the generated images saved in the folder 07_noise and scan every single image in it.

Paper

See our paper for an in-depth explanation of this project. The paper is written in German language.

About

A QR-Code Scanner, written in C++ and using the OpenCV library, which was developed as part of a university course "Computer Vision".

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