JPWO2021054376A1 - - Google Patents

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Publication number
JPWO2021054376A1
JPWO2021054376A1 JP2021546938A JP2021546938A JPWO2021054376A1 JP WO2021054376 A1 JPWO2021054376 A1 JP WO2021054376A1 JP 2021546938 A JP2021546938 A JP 2021546938A JP 2021546938 A JP2021546938 A JP 2021546938A JP WO2021054376 A1 JPWO2021054376 A1 JP WO2021054376A1
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JP
Japan
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JP2021546938A
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Japanese (ja)
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JPWO2021054376A5 (https=
JP7212792B2 (ja
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection
    • G06T7/0008Industrial image inspection checking presence/absence
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/8851Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/90Investigating the presence of flaws or contamination in a container or its contents
    • G01N21/9018Dirt detection in containers
    • G01N21/9027Dirt detection in containers in containers after filling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06V10/7747Organisation of the process, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/776Validation; Performance evaluation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/8851Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
    • G01N2021/8883Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges involving the calculation of gauges, generating models
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/8851Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
    • G01N2021/8887Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges based on image processing techniques
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/90Investigating the presence of flaws or contamination in a container or its contents
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10004Still image; Photographic image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30108Industrial image inspection

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Biomedical Technology (AREA)
  • Biochemistry (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Molecular Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Pathology (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biophysics (AREA)
  • Immunology (AREA)
  • Signal Processing (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
JP2021546938A 2019-09-17 2020-09-16 学習処理装置及び検査装置 Active JP7212792B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2019168127 2019-09-17
JP2019168127 2019-09-17
PCT/JP2020/035141 WO2021054376A1 (ja) 2019-09-17 2020-09-16 学習処理装置及び検査装置

Publications (3)

Publication Number Publication Date
JPWO2021054376A1 true JPWO2021054376A1 (https=) 2021-03-25
JPWO2021054376A5 JPWO2021054376A5 (https=) 2022-05-26
JP7212792B2 JP7212792B2 (ja) 2023-01-25

Family

ID=74883108

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2021546938A Active JP7212792B2 (ja) 2019-09-17 2020-09-16 学習処理装置及び検査装置

Country Status (5)

Country Link
US (1) US12217495B2 (https=)
EP (1) EP4016057A4 (https=)
JP (1) JP7212792B2 (https=)
CN (1) CN114424242A (https=)
WO (1) WO2021054376A1 (https=)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102021112479A1 (de) 2021-05-12 2022-11-17 Espera-Werke Gmbh Verfahren zum Betrieb eines Etikettiersystems
US12170849B2 (en) 2022-02-04 2024-12-17 Applied Materials, Inc. Pulsed illumination for fluid inspection
WO2023176393A1 (ja) * 2022-03-14 2023-09-21 キヤノン株式会社 認識装置、認識処理方法、及びプログラム
JP7799518B2 (ja) * 2022-03-14 2026-01-15 キヤノン株式会社 認識装置、認識処理方法、及びプログラム
AU2024258103A1 (en) * 2023-04-17 2025-10-09 Synergie Medicale Brg Inc. Methods, systems, and computer program product for validating a drug product while being held by a drug product packaging system prior to packaging

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018198053A (ja) * 2017-05-22 2018-12-13 キヤノン株式会社 情報処理装置、情報処理方法、及びプログラム
JP2019061578A (ja) * 2017-09-27 2019-04-18 富士フイルム株式会社 学習支援装置、学習支援装置の作動方法、学習支援プログラム、学習支援システム、および端末装置

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7676062B2 (en) * 2002-09-03 2010-03-09 Automotive Technologies International Inc. Image processing for vehicular applications applying image comparisons
EP1886257A1 (en) * 2005-05-11 2008-02-13 Optosecurity Inc. Method and system for screening luggage items, cargo containers or persons
JP7030056B2 (ja) 2016-01-28 2022-03-04 シーメンス・ヘルスケア・ダイアグノスティックス・インコーポレーテッド 試料容器と試料の特徴付けのための方法及び装置
WO2018136262A1 (en) * 2017-01-20 2018-07-26 Aquifi, Inc. Systems and methods for defect detection
WO2018216629A1 (ja) 2017-05-22 2018-11-29 キヤノン株式会社 情報処理装置、情報処理方法、及びプログラム
JP6705777B2 (ja) 2017-07-10 2020-06-03 ファナック株式会社 機械学習装置、検査装置及び機械学習方法
US20190096135A1 (en) * 2017-09-26 2019-03-28 Aquifi, Inc. Systems and methods for visual inspection based on augmented reality
JP7074460B2 (ja) 2017-11-10 2022-05-24 アズビル株式会社 画像検査装置および方法
JP7002949B2 (ja) * 2018-01-22 2022-01-20 株式会社日立ハイテク 画像評価方法及び画像評価装置
CN108710941A (zh) 2018-04-11 2018-10-26 杭州菲数科技有限公司 用于电子设备的神经网络模型的硬加速方法和装置
CN108805259A (zh) * 2018-05-23 2018-11-13 北京达佳互联信息技术有限公司 神经网络模型训练方法、装置、存储介质及终端设备
KR20230135069A (ko) * 2020-12-18 2023-09-22 스트롱 포스 브이씨엔 포트폴리오 2019, 엘엘씨 밸류 체인 네트워크를 위한 로봇 플릿 관리 및 적층제조

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018198053A (ja) * 2017-05-22 2018-12-13 キヤノン株式会社 情報処理装置、情報処理方法、及びプログラム
JP2019061578A (ja) * 2017-09-27 2019-04-18 富士フイルム株式会社 学習支援装置、学習支援装置の作動方法、学習支援プログラム、学習支援システム、および端末装置

Also Published As

Publication number Publication date
WO2021054376A1 (ja) 2021-03-25
EP4016057A4 (en) 2023-09-06
US20220343640A1 (en) 2022-10-27
CN114424242A (zh) 2022-04-29
EP4016057A1 (en) 2022-06-22
US12217495B2 (en) 2025-02-04
JP7212792B2 (ja) 2023-01-25

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