Title | 产品缺陷检测方法、装置、设备及存储介质 |
Alternative Title | Product defect detection method, device and equipment and storage medium
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Author | |
First Inventor | 贡毅
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Original applicant | 南方科技大学
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First applicant | 南方科技大学
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Address of First applicant | 518055 广东省深圳市南山区西丽学苑大道1088号
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Current applicant | 南方科技大学
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Address of Current applicant | 518055 广东省深圳市南山区西丽学苑大道1088号 (广东,深圳,南山区)
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First Current Applicant | 南方科技大学
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Address of First Current Applicant | 518055 广东省深圳市南山区西丽学苑大道1088号 (广东,深圳,南山区)
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Application Number | CN202010102720.4
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Application Date | 2020-02-19
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Open (Notice) Number | CN111325728A
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Date Available | 2020-06-23
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Status of Patent | 实质审查
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Legal Date | 2020-07-17
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Subtype | 发明申请
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SUSTech Authorship | First
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Abstract | 本发明公开了一种产品缺陷检测方法、装置、设备及存储介质,涉及自动检测技术领域,其中,一种产品缺陷检测方法包括:获取待检测产品图像;采用大律算法对待检测产品图像进行处理,得到第一图像分割结果;采用高斯混合模型算法对待检测产品图像进行处理,得到第二图像分割结果;采用后处理算法对第一图像分割结果和第二图像分割结果进行处理,得到检测结果。本发明能够大幅度地提高检测速度,适用于不同类型产品的表面缺陷检测,还能够减小不同光源、检测件摆放角度和阴影情况等外界因素对检测结果的影响,实现对生产线产品缺陷的准确检测。 |
Other Abstract | The invention discloses a product defect detection method, device and equipment and a storage medium, and relates to the technical field of automatic detection. The product defect detection method comprises the steps that an image of a to-be-detected product is acquired; processing the to-be-detected product image by adopting a large-law algorithm to obtain a first image segmentation result; processing the to-be-detected product image by adopting a Gaussian mixture model algorithm to obtain a second image segmentation result; and processing the first image segmentation result and the second image segmentation result by adopting a post-processing algorithm to obtain a detection result. The method can greatly improve the detection speed, is suitable for surface defect detection of differenttypes of products, can reduce the impact on a detection result from external factors such as different light sources, the placement angle of a detection part and the shadow condition, and achieves theaccurate detection of the defects of a production line product. |
CPC Classification Number | G06T7/0006
; G06T7/11
; G06T7/13
; G06T7/155
; G06T2207/10004
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IPC Classification Number | G06T7/00
; G06T7/11
; G06T7/13
; G06T7/155
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INPADOC Legal Status | (ENTRY INTO FORCE OF REQUEST FOR SUBSTANTIVE EXAMINATION)[2020-07-17][CN]
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INPADOC Patent Family Count | 1
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Extended Patent Family Count | 1
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Priority date | 2020-02-19
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Patent Agent | 洪铭福
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Agency | 广州嘉权专利商标事务所有限公司
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URL | [Source Record] |
Data Source | PatSnap
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Document Type | Patent |
Identifier | http://kc.sustech.edu.cn/handle/2SGJ60CL/532829 |
Department | College of Engineering |
Recommended Citation GB/T 7714 |
贡毅,刘真榕. 产品缺陷检测方法、装置、设备及存储介质.
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