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基于集成学习算法的带钢表面缺陷分类算法研究 被引量:3
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作者 宗德祥 蒋渝 何永辉 《宝钢技术》 CAS 2021年第3期16-21,共6页
介绍了集成学习算法的原理和应用,针对工业现场特别是带钢表面状态的特殊性,即具备正常带钢表面,又含有不影响使用的伪缺陷带钢表面以及含有真实缺陷的带钢表面这一复杂现象,提出了一种基于集成学习算法进行缺陷过滤并结合多尺度卷积、... 介绍了集成学习算法的原理和应用,针对工业现场特别是带钢表面状态的特殊性,即具备正常带钢表面,又含有不影响使用的伪缺陷带钢表面以及含有真实缺陷的带钢表面这一复杂现象,提出了一种基于集成学习算法进行缺陷过滤并结合多尺度卷积、特征金字塔与视觉注意力机制和传统特征的深度学习网络算法模型。通过对比验证,集成学习算法具有较高的准确性和鲁棒性,能够满足工业现场需求。 展开更多
关键词 集成学习 目标分类 带钢表面检测
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Handwritten billet number recognition algorithm based on edge extraction
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作者 zong dexiang SHI Guifen HE Yonghui 《Baosteel Technical Research》 CAS 2021年第3期22-27,共6页
Character recognition has always been a hot topic in the field of computer vision.However,it is often difficult to obtain high-precision results in the actual scene owing to factors such as lighting conditions and ima... Character recognition has always been a hot topic in the field of computer vision.However,it is often difficult to obtain high-precision results in the actual scene owing to factors such as lighting conditions and imaging angle.Aiming at the problem of handwritten billet identification in the steel industry,this paper proposes the use of the canny edge extraction method to enhance the contour characteristics of characters.This technique is combined with the object detection network to achieve the automatic identification of blank square numbers and solve the problem of automatic tracking of billet logistics in the production process.The proposed algorithm is applied to the site with more than 2019 images containing characters in the test set.Results show that the proposed algorithm has good practical application potential. 展开更多
关键词 billet character recognition character rotation mechanism canny operator deep learning network
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A conoscopic holography-based 3D measurement system for analyzing defects in steel plate surface
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作者 LIANG Shuang HE Yonghui zong dexiang 《Baosteel Technical Research》 CAS 2013年第4期11-15,共5页
A conoscopic holography-based 3D measurement system for analyzing the defects on the surface of steel plates was introduced in this paper. The hardware, which is automated through software, performs sampling of the st... A conoscopic holography-based 3D measurement system for analyzing the defects on the surface of steel plates was introduced in this paper. The hardware, which is automated through software, performs sampling of the steel plate surface. Through the software interface,point-cloud data of the steel plate surface are obtained and reconstructed to form a 3D image of the steel plate surface. The software allows automatic analysis of steel plate surface detects through identification of the bulges and depressions. In addition, the software can also automatically calculate the defect information ,such as the deepest point, volume, opening area, opening length, and so on, thereby determining the defect size. The results determined by this 3D measurement system were found to be in good agreement with the actual values. 展开更多
关键词 3D measurement surface defect conoscopic holography
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An FPGA-based real-time image processing system
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作者 zong dexiang HE Yonghui 《Baosteel Technical Research》 CAS 2013年第4期8-10,共3页
This paper analyzes the current difficulties encountered in on-line inspection systems of strip surface quality, specifically relating to problems with real-time processing of huge amounts of data. To address this nee... This paper analyzes the current difficulties encountered in on-line inspection systems of strip surface quality, specifically relating to problems with real-time processing of huge amounts of data. To address this need, this paper describes an FPGA-based high-speed image processing module with both hardware and software aspects. Improving these two aspects together will help the system achieve real-time processing of massive image data, and simplifies the architecture of the strip surface quality on-line inspection system. 展开更多
关键词 real-time image processing FPGA strip surface quality on-line inspection system
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