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Efficient Localization of Multitype Barcodes in High-Resolution Images

机译:高分辨率图像中多类型条码的高效定位

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摘要

Barcode positioning technology is one of the important components of barcode technology. However, most of the current algorithms are only applicable to a single type of barcode positioning or limited to low-resolution images due to a large amount of calculation, and thereby it is still a challenge to locate multitype barcodes in high-resolution images. In response to the above problems, this paper proposes a reliable multitype barcode localization method for multibarcode localization in high-resolution images where one-dimensional (1D) barcodes, two-dimensional (2D) barcodes, or multitype barcodes are present simultaneously. The method consists of three main steps: first, extracting multiple types of barcode features through a joint edge detection algorithm; next, marking target barcode regions with a bidirectional contour labeling method; and finally, extracting barcode regions by an improved affine transformation. The experimental results show that, in terms of localization accuracy, the proposed method has a better accuracy of 97.83 than existing algorithms in low-resolution images and can locate multitype barcodes in high-resolution images with an accuracy rate of 98.04. Besides, in terms of time cost, the proposed method effectively reduces the time cost by 50 and improves the barcode localization efficiency.
机译:条码定位技术是条码技术的重要组成部分之一。然而,目前大多数算法由于计算量大而只适用于单一类型的条码定位或局限于低分辨率图像,因此在高分辨率图像中定位多类型条码仍然是一个挑战。针对上述问题,针对一维(1D)条码、二维(2D)条码或多类型条码同时存在的高分辨率图像,提出了一种可靠的多类型条码定位方法。该方法主要包括三个步骤:首先,通过联合边缘检测算法提取多种类型的条码特征;接下来,使用双向轮廓标记方法标记目标条码区域;最后,通过改进的仿射变换提取条形码区域。实验结果表明,在定位精度方面,所提方法在低分辨率图像中的定位准确率优于现有算法,达到97.83%,能够定位高分辨率图像中的多类型条码,准确率为98.04%。此外,在时间成本方面,所提方法有效降低了50%的时间成本,提高了条码本地化效率。

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