SG11201811381UA - A method for defect inspection on arc surfaces and its device - Google Patents

A method for defect inspection on arc surfaces and its device

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Publication number
SG11201811381UA
SG11201811381UA SG11201811381UA SG11201811381UA SG11201811381UA SG 11201811381U A SG11201811381U A SG 11201811381UA SG 11201811381U A SG11201811381U A SG 11201811381UA SG 11201811381U A SG11201811381U A SG 11201811381UA SG 11201811381U A SG11201811381U A SG 11201811381UA
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SG
Singapore
Prior art keywords
defect
regions
training
categories
coordinates
Prior art date
Application number
SG11201811381UA
Inventor
Qian Huang
Zichun Huang
Zhou Zhou
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Univ South China Tech
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Publication of SG11201811381UA publication Critical patent/SG11201811381UA/en

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0004—Industrial image inspection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformation in the plane of the image
    • G06T3/40—Scaling the whole image or part thereof
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformation in the plane of the image
    • G06T3/40—Scaling the whole image or part thereof
    • G06T3/4084—Transform-based scaling, e.g. FFT domain scaling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
    • G06V10/75—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries
    • G06V10/758—Involving statistics of pixels or of feature values, e.g. histogram matching
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30108—Industrial image inspection

Abstract

Asrc 6 An automatic of defect insp ection for the arc surface its , contains two stages : (i) Training. Collect sample image s to build a training set, and manually mark all the defect regions on the sample image s; for each image in the training set, perform a defect pre-targeting process to get the possible defect regions set R; compare the regions in set R with the manually marked defect regions, then according to the degree of coincidence, divide them into negative and positive samples which are then used to train the deep neural network model off-line, output the categories and coordinates of the defect regions. (ii) Online inspection. Collect the images of the arc surface to be inspected; perform the defect pre-targeting process to get set R; input set R into the network model to get the categories and coordinates of the defect region. The invention has the advantages of high adaptability, high real-time performance and high recognition accuracy.
SG11201811381UA 2016-06-28 2016-12-07 A method for defect inspection on arc surfaces and its device SG11201811381UA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201610504224.5A CN106127780B (en) 2016-06-28 2016-06-28 A kind of curved surface defect automatic testing method and its device
PCT/CN2016/108866 WO2018000731A1 (en) 2016-06-28 2016-12-07 Method for automatically detecting curved surface defect and device thereof

Publications (1)

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SG11201811381UA true SG11201811381UA (en) 2019-01-30

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SG11201811381UA SG11201811381UA (en) 2016-06-28 2016-12-07 A method for defect inspection on arc surfaces and its device

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CN (1) CN106127780B (en)
SG (1) SG11201811381UA (en)
WO (1) WO2018000731A1 (en)

Families Citing this family (118)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106127780B (en) * 2016-06-28 2019-01-18 华南理工大学 A kind of curved surface defect automatic testing method and its device
CN106778633B (en) * 2016-12-19 2020-07-07 江苏慧眼数据科技股份有限公司 Pedestrian identification method based on region segmentation
CN108734185B (en) * 2017-04-18 2022-01-04 北京京东尚科信息技术有限公司 Image verification method and device
JP6705777B2 (en) * 2017-07-10 2020-06-03 ファナック株式会社 Machine learning device, inspection device and machine learning method
CN107392896B (en) * 2017-07-14 2019-11-08 佛山市南海区广工大数控装备协同创新研究院 A kind of Wood Defects Testing method and system based on deep learning
CN109685756A (en) * 2017-10-16 2019-04-26 乐达创意科技有限公司 Image feature automatic identifier, system and method
CN107862692A (en) * 2017-11-30 2018-03-30 中山大学 A kind of ribbon mark of break defect inspection method based on convolutional neural networks
CN108074231B (en) * 2017-12-18 2020-04-21 浙江工业大学 Magnetic sheet surface defect detection method based on convolutional neural network
CN108389197B (en) * 2018-02-26 2022-02-08 上海赛特斯信息科技股份有限公司 Power transmission line defect detection method based on deep learning
CN108510001B (en) * 2018-04-04 2022-06-10 北京交通大学 Wind driven generator blade defect classification method and classification system thereof
CN108830837B (en) * 2018-05-25 2021-03-09 北京百度网讯科技有限公司 Method and device for detecting steel ladle corrosion defect
CN108898188A (en) * 2018-07-06 2018-11-27 四川奇迹云科技有限公司 A kind of image data set aid mark system and method
CN109191367B (en) * 2018-08-02 2023-06-16 哈尔滨理工大学 Splicing method of cutter abrasion images and life prediction method of cutter
CN109085181A (en) * 2018-09-14 2018-12-25 河北工业大学 A kind of surface defect detection apparatus and detection method for pipeline connecting parts
CN109085179A (en) * 2018-09-17 2018-12-25 周口师范学院 A kind of board surface flaw detection device and detection method
CN109472769A (en) * 2018-09-26 2019-03-15 成都数之联科技有限公司 A kind of bad image defect detection method and system
CN109871859A (en) * 2018-09-28 2019-06-11 北京矩视智能科技有限公司 One kind automatically generating training set of images system
CN109461141A (en) * 2018-10-10 2019-03-12 重庆大学 A kind of workpiece starved detection method
CN109584206B (en) * 2018-10-19 2021-07-06 中国科学院自动化研究所 Method for synthesizing training sample of neural network in part surface flaw detection
CN109444172A (en) * 2018-12-13 2019-03-08 苏州卓融新能源科技有限公司 A kind of automatic optical detection device and its method suitable for artificial intelligence detection PCB
CN109829907A (en) * 2019-01-31 2019-05-31 浙江工业大学 A kind of metal shaft surface defect recognition method based on deep learning
CN109934818B (en) * 2019-03-21 2022-10-25 大连大学 Method for detecting malformation of external contour of fruit
CN109916856B (en) * 2019-03-28 2024-01-19 吉首大学 Thimble surface defect video detection sorting device and sorting method
CN111768357B (en) * 2019-03-29 2024-03-01 银河水滴科技（北京）有限公司 Image detection method and device
CN109978074A (en) * 2019-04-04 2019-07-05 山东财经大学 Image aesthetic feeling and emotion joint classification method and system based on depth multi-task learning
CN110033035A (en) * 2019-04-04 2019-07-19 武汉精立电子技术有限公司 A kind of AOI defect classification method and device based on intensified learning
CN110135456A (en) * 2019-04-08 2019-08-16 图麟信息科技（上海）有限公司 A kind of training method and device of target detection model
CN111833289A (en) * 2019-04-12 2020-10-27 阿里巴巴集团控股有限公司 Defect identification method, device and equipment
CN110175982B (en) * 2019-04-16 2021-11-02 浙江大学城市学院 Defect detection method based on target detection
CN110033451A (en) * 2019-04-17 2019-07-19 国网山西省电力公司电力科学研究院 A kind of power components defect inspection method based on SSD framework
CN110111331B (en) * 2019-05-20 2023-06-06 中南大学 Honeycomb paper core defect detection method based on machine vision
CN110208284B (en) * 2019-05-27 2021-09-17 武汉中导光电设备有限公司 Method and system for multi-channel defect merging analysis
CN110335255B (en) * 2019-06-14 2023-04-18 华南农业大学 Dam slope crack detection method and bionic gecko crawling detection device
CN110287843B (en) * 2019-06-18 2022-01-25 清华大学深圳研究生院 Cultural relic fingerprint area selection method
TWI771594B (en) * 2019-06-19 2022-07-21 住華科技股份有限公司 Training method for defect and system using same, and determent method for defect and system using same
CN110458019B (en) * 2019-07-10 2023-03-24 哈尔滨工程大学 Water surface target detection method for eliminating reflection interference under scarce cognitive sample condition
CN110599445A (en) * 2019-07-24 2019-12-20 安徽南瑞继远电网技术有限公司 Target robust detection and defect identification method and device for power grid nut and pin
CN110443791B (en) * 2019-08-02 2023-04-07 西安工程大学 Workpiece detection method and device based on deep learning network
CN110363254B (en) * 2019-08-12 2024-02-02 河北工业大学 Quick identification device for types of parts of flexible crankshaft production line
CN110390677B (en) * 2019-09-17 2020-01-07 成都数之联科技有限公司 Defect positioning method and system based on sliding self-matching
CN110619600B (en) * 2019-09-17 2023-12-08 南京旷云科技有限公司 Neural network model training method and device, storage medium and electronic equipment
TWI745767B (en) * 2019-10-18 2021-11-11 汎思數據股份有限公司 Optical inspection secondary image classification method
CN111105391B (en) * 2019-11-20 2023-05-02 复旦大学 Surface defect detection method based on deep neural network augmentation training
CN110930383A (en) * 2019-11-20 2020-03-27 佛山市南海区广工大数控装备协同创新研究院 Injector defect detection method based on deep learning semantic segmentation and image classification
CN111080582B (en) * 2019-12-02 2023-06-02 易思维（杭州）科技有限公司 Method for detecting defects of inner and outer surfaces of workpiece
CN111047576B (en) * 2019-12-12 2023-05-09 珠海博明视觉科技有限公司 Surface defect sample generation tool
CN111179225B (en) * 2019-12-14 2022-02-01 西安交通大学 Test paper surface texture defect detection method based on gray gradient clustering
CN111144270B (en) * 2019-12-23 2023-05-05 智慧神州(北京)科技有限公司 Neural network-based handwritten text integrity evaluation method and evaluation device
CN111127429B (en) * 2019-12-24 2023-06-06 河北鹰眼智能科技有限公司 Water conservancy system pipe thread defect detection method based on self-training deep neural network
CN111161233A (en) * 2019-12-25 2020-05-15 武汉科技大学 Method and system for detecting defects of punched leather
CN111080638B (en) * 2019-12-27 2023-04-07 成都泓睿科技有限责任公司 Method for detecting dirt at bottom of molded bottle
CN111145164A (en) * 2019-12-30 2020-05-12 上海感图网络科技有限公司 IC chip defect detection method based on artificial intelligence
CN111292228B (en) * 2020-01-16 2023-08-11 宁波舜宇仪器有限公司 Lens defect detection method
CN113240618A (en) * 2020-01-23 2021-08-10 株式会社理光 Workpiece detection method, device and computer readable storage medium
CN111402220B (en) * 2020-03-11 2023-06-09 北京百度网讯科技有限公司 Method and device for acquiring information
CN112766481B (en) * 2020-03-13 2023-11-24 腾讯科技（深圳）有限公司 Training method and device for neural network model and image detection method
CN111598863B (en) * 2020-05-13 2023-08-22 北京阿丘机器人科技有限公司 Defect detection method, device, equipment and readable storage medium
CN111753877B (en) * 2020-05-19 2024-03-05 海克斯康制造智能技术(青岛)有限公司 Product quality detection method based on deep neural network migration learning
CN111626995B (en) * 2020-05-19 2024-03-01 上海艾豚科技有限公司 Intelligent insert detection method and device for workpiece
CN111667475B (en) * 2020-06-09 2023-04-18 陕西科技大学 Machine vision-based Chinese date grading detection method
CN111681232B (en) * 2020-06-10 2023-03-10 厦门理工学院 Industrial welding image defect detection method based on semantic segmentation
CN113808067A (en) * 2020-06-11 2021-12-17 广东美的白色家电技术创新中心有限公司 Circuit board detection method, visual detection equipment and device with storage function
CN111814867A (en) * 2020-07-03 2020-10-23 浙江大华技术股份有限公司 Defect detection model training method, defect detection method and related device
CN111805541B (en) * 2020-07-08 2022-08-30 南京航空航天大学 Deep learning-based traditional Chinese medicine decoction piece cleaning and selecting device and cleaning and selecting method
CN111784684B (en) * 2020-07-13 2023-12-01 合肥市商巨智能装备有限公司 Method and device for detecting internal defects of transparent product at fixed depth based on laser assistance
CN111798447B (en) * 2020-07-18 2023-03-10 太原理工大学 Deep learning plasticized material defect detection method based on fast RCNN
CN111915581B (en) * 2020-07-27 2021-07-13 青岛大学 Method for detecting defects of smooth metal cambered surface
CN112070727B (en) * 2020-08-21 2022-04-19 电子科技大学 Metal surface defect detection method based on machine learning
CN112001906B (en) * 2020-08-24 2024-02-02 徐工汉云技术股份有限公司 Steel plate weld image detection method combined with non-maximum suppression
CN112164050B (en) * 2020-09-28 2022-10-25 华南理工大学 Method and device for detecting surface defects of products on production line and storage medium
CN112270663B (en) * 2020-10-27 2023-11-24 北京京能东方建设工程有限公司 Asphalt pavement sieving and repairing system based on honeycomb network environment
CN112288711A (en) * 2020-10-28 2021-01-29 浙江华云清洁能源有限公司 Unmanned aerial vehicle inspection image defect image identification method, device, equipment and medium
CN112304974A (en) * 2020-11-06 2021-02-02 长沙麦睛科技有限公司 Device and method for detecting defects of coaxial cylinder-like product with complex surface by using artificial intelligence
CN112419287A (en) * 2020-11-27 2021-02-26 杭州鲁尔物联科技有限公司 Building deflection determination method and device and electronic equipment
CN112750102B (en) * 2020-12-16 2023-03-24 华南理工大学 Welding spot positioning method and system based on image processing
CN112561904A (en) * 2020-12-24 2021-03-26 凌云光技术股份有限公司 Method and system for reducing false detection rate of AOI (argon oxygen decarburization) defects on display screen appearance
CN112730459B (en) * 2021-02-05 2023-01-24 北京嘉恒中自图像技术有限公司 Bearing inner ring end surface defect detection method based on multi-angle light source shooting image
CN112884057B (en) * 2021-03-04 2022-03-18 晶仁光电科技(苏州)有限公司 Point cloud data-based three-dimensional curved surface quality classification method and system and storage medium
CN113030108A (en) * 2021-03-08 2021-06-25 哈尔滨工程大学 Coating defect detection system and method based on machine vision
CN113012128B (en) * 2021-03-18 2022-04-15 长鑫存储技术有限公司 Defect characterization method and device
CN112700446A (en) * 2021-03-23 2021-04-23 常州微亿智造科技有限公司 Algorithm model training method and device for industrial quality inspection
CN113077481B (en) * 2021-03-29 2022-12-09 上海闻泰信息技术有限公司 Image processing method and device, computer equipment and storage medium
CN113362276A (en) * 2021-04-26 2021-09-07 广东大自然家居科技研究有限公司 Visual detection method and system for plate
CN113155851A (en) * 2021-04-30 2021-07-23 西安交通大学 Copper-clad plate surface defect visual online detection method and device based on deep learning
CN113269731A (en) * 2021-05-13 2021-08-17 苏州迪宏人工智能科技有限公司 Defect detection method and system
CN113237888B (en) * 2021-05-21 2022-06-14 哈尔滨工业大学 Large-caliber optical element damage point online and offline dark field image matching method
CN113421223B (en) * 2021-05-26 2022-07-05 福州大学 Industrial product surface defect detection method based on deep learning and Gaussian mixture
CN113362302B (en) * 2021-06-03 2023-04-07 西南交通大学 Fault detection method of subway train electric box cover based on image recognition
CN113450316B (en) * 2021-06-09 2022-03-22 广州大学 Method, system and device for detecting defects of metal surface characters and storage medium
CN113469984B (en) * 2021-07-13 2023-06-02 厦门福信光电集成有限公司 Method for detecting appearance of display panel based on YOLO structure
CN113706490B (en) * 2021-08-19 2024-01-12 中科苏州智能计算技术研究院 Wafer defect detection method
CN113888506B (en) * 2021-09-30 2023-05-05 电子科技大学 Coated medicine shape defect detection algorithm based on depth segmentation network
CN113642680B (en) * 2021-10-13 2022-02-08 常州微亿智造科技有限公司 Edge synthesis and hypersphere soft fitting defect detection method
CN114062393A (en) * 2021-11-17 2022-02-18 宜宾显微智能科技有限公司 Microscopic character recognition and defect detection system and method based on deep learning
CN114199879A (en) * 2021-11-23 2022-03-18 北京科技大学 Method for identifying cold-rolled strip steel surface gathering type defects
CN114425719B (en) * 2021-12-15 2023-12-26 哈尔滨理工大学 Ball end milling cutter detection device and method based on CCD camera
CN114529507A (en) * 2021-12-30 2022-05-24 广西慧云信息技术有限公司 Shaving board surface defect detection method based on visual transducer
CN114511534B (en) * 2022-01-28 2023-05-05 江苏泰和木业有限公司 PC board crack judging method and system based on image processing
CN114882387B (en) * 2022-07-12 2022-09-16 江苏宝诺铸造有限公司 Bearing raceway bruise identification and automatic polishing positioning method in grinding process
CN115060743B (en) * 2022-08-11 2022-11-01 南通华钛电子科技有限公司 PCB partition frequency division defect monitoring method and system
CN115222732B (en) * 2022-09-15 2022-12-09 惠民县黄河先进技术研究院 Injection molding process anomaly detection method based on big data analysis and color difference detection
CN115471482B (en) * 2022-09-20 2023-05-30 重庆理工大学 Method for detecting defects of inner wall of small-caliber container based on computer vision
CN115496755B (en) * 2022-11-16 2023-02-14 南京云创大数据科技股份有限公司 Mirror-like defect detection method and device based on structured light and gradient analysis
CN116051541B (en) * 2023-03-06 2023-07-18 杭州深度视觉科技有限公司 Bearing end face gentle abrasion detection method and device based on stroboscopic light source
CN115953409B (en) * 2023-03-15 2023-05-30 深圳市深奇浩实业有限公司 Injection molding surface defect detection method based on image processing
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CN116797561B (en) * 2023-06-05 2024-02-09 江苏迅兴重工设备有限公司 Steel structure welding quality detection method
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CN116433659B (en) * 2023-06-09 2023-08-29 山东高速工程检测有限公司 Three-section road defect image processing method
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CN116863175B (en) * 2023-08-31 2023-12-26 中江立江电子有限公司 Right-angle connector defect identification method, device, equipment and medium
CN117522851A (en) * 2023-08-31 2024-02-06 星璟材料科技(南通)有限公司 Composite material defect detection method and system based on image processing
CN117173166B (en) * 2023-11-02 2023-12-26 江苏裕荣光电科技有限公司 Optical cable surface defect detection method
CN117252876B (en) * 2023-11-17 2024-02-09 江西斯迈得半导体有限公司 LED support defect detection method and system
CN117291922B (en) * 2023-11-27 2024-01-30 浙江日井泵业股份有限公司 Visual detection method for defects of stainless steel multistage pump impeller
CN117593303B (en) * 2024-01-18 2024-04-09 浙江锦德光电材料有限公司 Defect detection method and system for quantum dot optical film

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3044915B2 (en) * 1992-05-18 2000-05-22 富士通株式会社 Color correction and color coordinate conversion method using neural network
JPH11118727A (en) * 1997-10-17 1999-04-30 Horiba Ltd Apparatus for inspecting surface defect
JP2008051558A (en) * 2006-08-22 2008-03-06 Sharp Corp Visual inspection method and device
CN101424645B (en) * 2008-11-20 2011-04-20 上海交通大学 Soldered ball surface defect detection device and method based on machine vision
CN102663344A (en) * 2012-03-04 2012-09-12 南京理工大学常熟研究院有限公司 Damaged road detection device based on image segmentation
CN104977313A (en) * 2014-04-09 2015-10-14 四川省特种设备检验研究院 Method and device for detecting and identifying X-ray image defects of welding seam
CN104850858B (en) * 2015-05-15 2016-09-07 华中科技大学 A kind of injection-molded item defects detection recognition methods
CN105118044B (en) * 2015-06-16 2017-11-07 华南理工大学 A kind of wheel shape cast article defect automatic testing method
CN105095581B (en) * 2015-07-22 2018-09-14 华南理工大学 A kind of casting shrinking hole defect image generation method
CN106127780B (en) * 2016-06-28 2019-01-18 华南理工大学 A kind of curved surface defect automatic testing method and its device
CN205844213U (en) * 2016-06-28 2016-12-28 华南理工大学 A kind of curved surface automatic defect detecting device

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