An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter

Hao Li; Niansong Zhang; Aimin Wang

doi:10.1109/ICMA57826.2023.10215705

An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter

Hao Li^*, Niansong Zhang, Aimin Wang

^*此作品的通讯作者

机械与车辆学院

Nanjing University of Science and Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

1 引用（Scopus）

摘要

Scratch defects on the surface of many tiny components are difficult to be solved by machine vision technology, and the algorithm needs to be constantly evolved. Therefore, based on image processing technology, a method of extracting scratch defects on the surface of components based on Gaussian filtering in frequency domain filtering is proposed. Firstly, in the early image preprocessing, the Gaussian filter is used to filter the image, and then the Hough transform algorithm is used to represent the contour, and the image morphology is analyzed. Finally, the Gabor filter is used to extract the scratch defects.

源语言	英语
主期刊名	2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023
出版商	Institute of Electrical and Electronics Engineers Inc.
页	157-162
页数	6
ISBN（电子版）	9798350320831
DOI	https://doi.org/10.1109/ICMA57826.2023.10215705
出版状态	已出版 - 2023
活动	20th IEEE International Conference on Mechatronics and Automation, ICMA 2023 - Harbin, Heilongjiang, 中国期限: 6 8月 2023 → 9 8月 2023

出版系列

姓名	2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023

会议

会议	20th IEEE International Conference on Mechatronics and Automation, ICMA 2023
国家/地区	中国
市	Harbin, Heilongjiang
时期	6/08/23 → 9/08/23

访问文件

10.1109/ICMA57826.2023.10215705

其它文件与链接

链接到 Scopus 的出版物

引用此

Li, H., Zhang, N., & Wang, A. (2023). An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter. 在 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023 (页码 157-162). (2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICMA57826.2023.10215705

@inproceedings{bc7f338ae661482cbd20b675893e8dad,

title = "An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter",

abstract = "Scratch defects on the surface of many tiny components are difficult to be solved by machine vision technology, and the algorithm needs to be constantly evolved. Therefore, based on image processing technology, a method of extracting scratch defects on the surface of components based on Gaussian filtering in frequency domain filtering is proposed. Firstly, in the early image preprocessing, the Gaussian filter is used to filter the image, and then the Hough transform algorithm is used to represent the contour, and the image morphology is analyzed. Finally, the Gabor filter is used to extract the scratch defects.",

keywords = "Defect detecting, Image denoising",

author = "Hao Li and Niansong Zhang and Aimin Wang",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 20th IEEE International Conference on Mechatronics and Automation, ICMA 2023 ; Conference date: 06-08-2023 Through 09-08-2023",

year = "2023",

doi = "10.1109/ICMA57826.2023.10215705",

language = "English",

series = "2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "157--162",

booktitle = "2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023",

address = "United States",

}

Li, H, Zhang, N & Wang, A 2023, An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter. 在 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023. 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023, Institute of Electrical and Electronics Engineers Inc., 页码 157-162, 20th IEEE International Conference on Mechatronics and Automation, ICMA 2023, Harbin, Heilongjiang, 中国, 6/08/23. https://doi.org/10.1109/ICMA57826.2023.10215705

An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter. / Li, Hao; Zhang, Niansong; Wang, Aimin.
2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023. Institute of Electrical and Electronics Engineers Inc., 2023. 页码 157-162 (2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter

AU - Li, Hao

AU - Zhang, Niansong

AU - Wang, Aimin

PY - 2023

Y1 - 2023

N2 - Scratch defects on the surface of many tiny components are difficult to be solved by machine vision technology, and the algorithm needs to be constantly evolved. Therefore, based on image processing technology, a method of extracting scratch defects on the surface of components based on Gaussian filtering in frequency domain filtering is proposed. Firstly, in the early image preprocessing, the Gaussian filter is used to filter the image, and then the Hough transform algorithm is used to represent the contour, and the image morphology is analyzed. Finally, the Gabor filter is used to extract the scratch defects.

AB - Scratch defects on the surface of many tiny components are difficult to be solved by machine vision technology, and the algorithm needs to be constantly evolved. Therefore, based on image processing technology, a method of extracting scratch defects on the surface of components based on Gaussian filtering in frequency domain filtering is proposed. Firstly, in the early image preprocessing, the Gaussian filter is used to filter the image, and then the Hough transform algorithm is used to represent the contour, and the image morphology is analyzed. Finally, the Gabor filter is used to extract the scratch defects.

KW - Defect detecting

KW - Image denoising

UR - http://www.scopus.com/inward/record.url?scp=85170825791&partnerID=8YFLogxK

U2 - 10.1109/ICMA57826.2023.10215705

DO - 10.1109/ICMA57826.2023.10215705

M3 - Conference contribution

AN - SCOPUS:85170825791

T3 - 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023

SP - 157

EP - 162

BT - 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 20th IEEE International Conference on Mechatronics and Automation, ICMA 2023

Y2 - 6 August 2023 through 9 August 2023

ER -

Li H, Zhang N, Wang A. An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter. 在 2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023. Institute of Electrical and Electronics Engineers Inc. 2023. 页码 157-162. (2023 IEEE International Conference on Mechatronics and Automation, ICMA 2023). doi: 10.1109/ICMA57826.2023.10215705

An Surface Defect Extraction of Component Scratches Algorithm Based on Gaussian Filter

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