Research on QR image code recognition system based on artificial intelligence algorithm
| Autor: | Pljonkin Anton Pavlovich, Pradeep Kumar Singh, Jianxing Zhu, Lina Huo |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2021 |
| Předmět: |
Image code
Computer science business.industry Science ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION 020207 software engineering 02 engineering and technology two-dimensional code distortion QA75.5-76.95 qr image code image recognition Artificial Intelligence Electronic computers. Computer science 0202 electrical engineering electronic engineering information engineering Recognition system 020201 artificial intelligence & image processing Computer vision Artificial intelligence business Software artificial intelligence algorithm Information Systems backpropagation neural networks |
| Zdroj: | Journal of Intelligent Systems, Vol 30, Iss 1, Pp 855-867 (2021) |
| Popis: | The QR code recognition often faces the challenges of uneven background fluctuations, inadequate illuminations, and distortions due to the improper image acquisition method. This makes the identification of QR codes difficult, and therefore, to deal with this problem, artificial intelligence-based systems came into existence. To improve the recognition rate of QR image codes, this article adopts an improved adaptive median filter algorithm and a QR code distortion correction method based on backpropagation (BP) neural networks. This combination of artificial intelligence algorithms is capable of fitting the distorted QR image into the geometric deformation pattern, and QR code recognition is accomplished. The two-dimensional code distortion is addressed in this study, which was a serious research issue in the existing software systems. The research outcomes obtained after emphasizing on the preprocessing stage of the image revealed that a significant improvement of 14% is observed for the reading rate of QR image code, after processing by the system algorithm in this article. The artificial intelligence algorithm adopted has a certain effect in improving the recognition rate of the two-dimensional code image. |
| Databáze: | OpenAIRE |
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