激光与光电子学进展, 2021, 58 (8): 0810015, 网络出版: 2021-04-12
基于透视变换的3D柱面失真快速响应码修复算法 下载: 745次
Restoring 3D Cylindrically Distorted QR Code Based on Perspective Transformation
图像处理 QR码 柱面失真 透视变换 逆向透视变换 image processing QR code cylindrical distortion perspective transformation inverse perspective transformation
摘要
现有的解码算法在识别具有复杂3D失真(比如柱面失真)的快速响应(QR)码时会遇到困难,导致数据无法被提取。为此,提出了一种低成本而高效的3D柱面失真QR码的修复算法。所提算法包括三个阶段:首先,通过逆向透视变换还原出3D真实世界的柱面失真QR码;然后,失真的QR码被展开成平面;最后,使用与第一阶段超参数相同的透视变换获得修复QR码。实验结果表明,所提算法可以处理不同柱面失真的QR码,并且仅使用少量的相机内部参数即可工作。
Abstract
Existing decoding algorithms encounter difficulties in recognizing quick response (QR) codes with complex three-dimensional (3D) distortions (e.g., cylindrical distortion), resulting in the inability to extract data. In this paper, we propose a low-cost and efficient restoration algorithm for 3D cylindrically distorted QR codes. The proposed algorithm is composed of three stages. First, it restores a cylindrically distorted QR code in 3D real-world coordinates by inverse perspective transformation; then the distorted QR code is flattened in 3D real-world coordinates. Finally, the restored QR code is obtained by perspective transformation with the same hyperparameters as those in the first stage. The experimental results demonstrate that the proposed algorithm can handle different cylindrically distorted QR codes and work with only a small number of hyperparameters based on the camera’s internal parameters.
苏育挺, 严昌飞, 刘婧. 基于透视变换的3D柱面失真快速响应码修复算法[J]. 激光与光电子学进展, 2021, 58(8): 0810015. Yuting Su, Changfei Yan, Jing Liu. Restoring 3D Cylindrically Distorted QR Code Based on Perspective Transformation[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810015.