DE102018119682A1 - Bildverarbeitungsvorrichtung, bildverarbeitungsverfahren und nicht-vorübergehendes computerlesbares speichermedium - Google Patents

Bildverarbeitungsvorrichtung, bildverarbeitungsverfahren und nicht-vorübergehendes computerlesbares speichermedium Download PDF

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DE102018119682A1
DE102018119682A1 DE102018119682.2A DE102018119682A DE102018119682A1 DE 102018119682 A1 DE102018119682 A1 DE 102018119682A1 DE 102018119682 A DE102018119682 A DE 102018119682A DE 102018119682 A1 DE102018119682 A1 DE 102018119682A1
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Masaki Inaba
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Canon Inc
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Canon Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G06F18/24137—Distances to cluster centroïds
    • G06F18/2414—Smoothing the distance, e.g. radial basis function networks [RBFN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/70—Determining position or orientation of objects or cameras
    • G06T7/73—Determining position or orientation of objects or cameras using feature-based methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/19—Recognition using electronic means
    • G06V30/191—Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/19147—Obtaining sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/19—Recognition using electronic means
    • G06V30/191—Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/1916—Validation; Performance evaluation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/19—Recognition using electronic means
    • G06V30/191—Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/19173—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/19—Recognition using electronic means
    • G06V30/192—Recognition using electronic means using simultaneous comparisons or correlations of the image signals with a plurality of references
    • G06V30/194—References adjustable by an adaptive method, e.g. learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Databases & Information Systems (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
DE102018119682.2A 2017-08-17 2018-08-14 Bildverarbeitungsvorrichtung, bildverarbeitungsverfahren und nicht-vorübergehendes computerlesbares speichermedium Pending DE102018119682A1 (de)

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JP2017157618A JP6970553B2 (ja) 2017-08-17 2017-08-17 画像処理装置、画像処理方法
JP2017-157618 2017-08-17

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DE102018119682A1 true DE102018119682A1 (de) 2019-02-21

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US (1) US10769473B2 (enExample)
JP (1) JP6970553B2 (enExample)
CN (1) CN109409398B (enExample)
DE (1) DE102018119682A1 (enExample)

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DE102020200897A1 (de) 2020-01-27 2021-09-23 Zf Friedrichshafen Ag Verfahren zur Erzeugung gelabelter Trainingsdaten

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KR102720182B1 (ko) * 2019-04-22 2024-10-22 한국전자통신연구원 어노테이션 오류 예측 장치 및 방법
WO2020235268A1 (ja) * 2019-05-23 2020-11-26 コニカミノルタ株式会社 物体検出装置、物体検出システム、物体検出方法、プログラムおよび記録媒体
EP3975112B1 (en) * 2019-05-23 2025-07-09 Konica Minolta, Inc. Object detection device, object detection method, program, and recording medium
US11170264B2 (en) * 2019-05-31 2021-11-09 Raytheon Company Labeling using interactive assisted segmentation
JP2020197795A (ja) * 2019-05-31 2020-12-10 キヤノンマーケティングジャパン株式会社 情報処理装置、情報処理方法、プログラム
CN110210456A (zh) * 2019-06-19 2019-09-06 贵州理工学院 一种基于3d卷积神经网络的头部姿态估计方法
JP2021010970A (ja) * 2019-07-05 2021-02-04 京セラドキュメントソリューションズ株式会社 ロボットシステム及びロボット制御方法
JP2021033572A (ja) * 2019-08-22 2021-03-01 株式会社豊田自動織機 画像データ収集装置及び画像データ仕分け方法
JP7353875B2 (ja) * 2019-09-04 2023-10-02 株式会社東芝 センサシステム、およびセンシング方法
US12315277B2 (en) 2019-12-09 2025-05-27 Cognex Corporation System and method for applying deep learning tools to machine vision and interface for the same
US12361100B1 (en) 2019-12-09 2025-07-15 Cognex Corporation System and method for applying deep learning tools to machine vision and interface for the same
CN111400533B (zh) * 2020-03-02 2023-10-17 北京三快在线科技有限公司 图像筛选方法、装置、电子设备和存储介质
JP7649646B2 (ja) * 2020-12-28 2025-03-21 株式会社フジクラ 機械学習装置、機械学習方法、及び機械学習プログラム
JP7347464B2 (ja) * 2021-03-16 2023-09-20 トヨタ自動車株式会社 画像処理装置
JP2024541040A (ja) * 2021-11-01 2024-11-06 コグネックス・コーポレイション マシンビジョンに深層学習ツールを適用するシステムおよび方法、ならびにそのためのインターフェース

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JP6970553B2 (ja) 2021-11-24
CN109409398B (zh) 2022-04-26
JP2019036167A (ja) 2019-03-07
US10769473B2 (en) 2020-09-08
US20190057274A1 (en) 2019-02-21
CN109409398A (zh) 2019-03-01

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