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Steel plate corrugation defect intelligent detection method based on picture cropping and region growing algorithm

机译:基于画面裁剪和区域生长算法的钢板波纹缺陷智能检测方法

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In the continuous casting production process, defect detection of surface corrugation is a key process to ensure the quality of the hot rolled sheet products in the subsequent process. Currently, the manual detection approaches used in most steel productions inevitably causes an ineffectiveness and inefficiency. Accordingly, an effective detection method is urgently needed to identify the defections of steel plate corrugations. Aiming at this problem, this paper designs a new defect detection method based on image cropping and region growing algorithm, which uses image detection technology to detect steel plate ripple and to determine whether there is a defect. First, based on a detailed analysis of the steel plate surface defects, we combine the image cropping with improved region growing algorithm to deal with the defect image. Especially, the portion with no defects is cut from in its image by image cropping algorithm, and then the rest are detected by the region growing algorithm. Finally, this algorithm is validated on steel plate data sets. Experimental results show that the proposed algorithm performs powerfully, obtaining a higher recognition rate. That means this algorithm is an effective intelligent detection tool to replacing traditional manual recognition in some ways.
机译:在连续铸造生产过程中,表面波纹的缺陷检测是确保随后的过程中热轧板产品的质量的关键方法。目前,大多数钢制生产中使用的手动检测方法不可避免地导致无效和低效率。因此,迫切需要有效的检测方法来识别钢板波纹的偏差。针对这个问题,本文设计了一种基于图像裁剪和区域生长算法的新缺陷检测方法,它使用图像检测技术来检测钢板纹波,并确定是否存在缺陷。首先,基于对钢板表面缺陷的详细分析,我们将改进区域生长算法的图像裁剪结合在处理缺陷图像中。特别地,通过图像裁剪算法从其图像中切割没有缺陷的部分,然后通过该区域生长算法检测其余部分。最后,在钢板数据集上验证了该算法。实验结果表明,所提出的算法有力地执行,获得更高的识别率。这意味着该算法是一种有效的智能检测工具,可以通过某种方式更换传统的手动识别。

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