CN109409398B - 图像处理装置、图像处理方法以及存储介质 - Google Patents

图像处理装置、图像处理方法以及存储介质 Download PDF

Info

Publication number
CN109409398B
CN109409398B CN201810927431.0A CN201810927431A CN109409398B CN 109409398 B CN109409398 B CN 109409398B CN 201810927431 A CN201810927431 A CN 201810927431A CN 109409398 B CN109409398 B CN 109409398B
Authority
CN
China
Prior art keywords
representative
recognizer
positions
image processing
image
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201810927431.0A
Other languages
English (en)
Chinese (zh)
Other versions
CN109409398A (zh
Inventor
稻叶正树
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Canon Inc
Original Assignee
Canon Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Canon Inc filed Critical Canon Inc
Publication of CN109409398A publication Critical patent/CN109409398A/zh
Application granted granted Critical
Publication of CN109409398B publication Critical patent/CN109409398B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/23Clustering techniques
    • 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
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217Validation; Performance evaluation; Active pattern learning techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • G06F18/24137Distances to cluster centroïds
    • G06F18/2414Smoothing the distance, e.g. radial basis function networks [RBFN]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • 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
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • 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
    • G06N3/084Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • G06T7/73Determining position or orientation of objects or cameras using feature-based methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10Character recognition
    • G06V30/19Recognition using electronic means
    • G06V30/191Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/19147Obtaining sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10Character recognition
    • G06V30/19Recognition using electronic means
    • G06V30/191Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/1916Validation; Performance evaluation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10Character recognition
    • G06V30/19Recognition using electronic means
    • G06V30/191Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/19173Classification techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10Character recognition
    • G06V30/19Recognition using electronic means
    • G06V30/192Recognition using electronic means using simultaneous comparisons or correlations of the image signals with a plurality of references
    • G06V30/194References adjustable by an adaptive method, e.g. learning

Landscapes

  • 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)
  • Multimedia (AREA)
  • General Engineering & Computer Science (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)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN201810927431.0A 2017-08-17 2018-08-15 图像处理装置、图像处理方法以及存储介质 Active CN109409398B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
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

Publications (2)

Publication Number Publication Date
CN109409398A CN109409398A (zh) 2019-03-01
CN109409398B true CN109409398B (zh) 2022-04-26

Family

ID=65235373

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201810927431.0A Active CN109409398B (zh) 2017-08-17 2018-08-15 图像处理装置、图像处理方法以及存储介质

Country Status (4)

Country Link
US (1) US10769473B2 (OSRAM)
JP (1) JP6970553B2 (OSRAM)
CN (1) CN109409398B (OSRAM)
DE (1) DE102018119682A1 (OSRAM)

Families Citing this family (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11716798B2 (en) * 2019-02-18 2023-08-01 Signify Holding B.V. Controller for controlling light sources and a method thereof
US11744681B2 (en) 2019-03-08 2023-09-05 Align Technology, Inc. Foreign object identification and image augmentation for intraoral scanning
KR102720182B1 (ko) * 2019-04-22 2024-10-22 한국전자통신연구원 어노테이션 오류 예측 장치 및 방법
JP7424374B2 (ja) * 2019-05-23 2024-01-30 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
US12260617B2 (en) 2019-05-23 2025-03-25 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
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
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
DE102020200897A1 (de) 2020-01-27 2021-09-23 Zf Friedrichshafen Ag Verfahren zur Erzeugung gelabelter Trainingsdaten
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
WO2023075825A1 (en) * 2021-11-01 2023-05-04 Cognex Corporation System and method for applying deep learning tools to machine vision and interface for the same

Citations (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011060227A (ja) * 2009-09-14 2011-03-24 Univ Of Tokyo 領域分割画像生成方法、領域分割画像生成装置及びコンピュータプログラム
JP2011060221A (ja) * 2009-09-14 2011-03-24 Sumitomo Electric Ind Ltd 識別器生成方法、コンピュータプログラム、識別器生成装置及び所定物体検出装置
JP2011145791A (ja) * 2010-01-13 2011-07-28 Hitachi Ltd 識別器学習画像生成プログラム、方法、及びシステム
JP2013052490A (ja) * 2011-09-06 2013-03-21 Mitsubishi Electric Corp ワーク取り出し装置
CN103440318A (zh) * 2013-08-29 2013-12-11 王靖洲 移动终端的景观识别系统
JP2014022837A (ja) * 2012-07-13 2014-02-03 Nippon Hoso Kyokai <Nhk> 学習装置、及びプログラム
US9076065B1 (en) * 2012-01-26 2015-07-07 Google Inc. Detecting objects in images
CN105023020A (zh) * 2014-04-21 2015-11-04 三星电子株式会社 语义标注设备及其方法
CN105139390A (zh) * 2015-08-14 2015-12-09 四川大学 一种检测胸透dr片中肺结核病灶的图像处理方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5953151B2 (ja) 1979-07-24 1984-12-24 三菱電機株式会社 シ−ム溶接機のスクラツプ除去方法
JPS5953151A (ja) 1982-09-16 1984-03-27 Toshiba Corp 研磨装置の研磨布張付け方法および装置
US20120213426A1 (en) * 2011-02-22 2012-08-23 The Board Of Trustees Of The Leland Stanford Junior University Method for Implementing a High-Level Image Representation for Image Analysis
US8498448B2 (en) * 2011-07-15 2013-07-30 International Business Machines Corporation Multi-view object detection using appearance model transfer from similar scenes
KR101175597B1 (ko) * 2011-09-27 2012-08-21 (주)올라웍스 아다부스트 학습 알고리즘을 이용하여 얼굴 특징점 위치를 검출하기 위한 방법, 장치, 및 컴퓨터 판독 가능한 기록 매체
JP6339872B2 (ja) * 2014-06-24 2018-06-06 オリンパス株式会社 画像処理装置、内視鏡システム及び画像処理方法
US9947090B2 (en) * 2014-09-06 2018-04-17 RaPID Medical Technologies, LLC Medical image dectection system and method
US10410096B2 (en) * 2015-07-09 2019-09-10 Qualcomm Incorporated Context-based priors for object detection in images
US11205103B2 (en) * 2016-12-09 2021-12-21 The Research Foundation for the State University Semisupervised autoencoder for sentiment analysis
KR102814912B1 (ko) * 2016-12-15 2025-05-30 삼성전자주식회사 뉴럴 네트워크의 학습 방법 및 뉴럴 네트워크를 이용한 인식 방법, 및 그 장치
US10963503B2 (en) * 2017-06-06 2021-03-30 SparkCognition, Inc. Generation of document classifiers

Patent Citations (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011060227A (ja) * 2009-09-14 2011-03-24 Univ Of Tokyo 領域分割画像生成方法、領域分割画像生成装置及びコンピュータプログラム
JP2011060221A (ja) * 2009-09-14 2011-03-24 Sumitomo Electric Ind Ltd 識別器生成方法、コンピュータプログラム、識別器生成装置及び所定物体検出装置
JP2011145791A (ja) * 2010-01-13 2011-07-28 Hitachi Ltd 識別器学習画像生成プログラム、方法、及びシステム
JP2013052490A (ja) * 2011-09-06 2013-03-21 Mitsubishi Electric Corp ワーク取り出し装置
US9076065B1 (en) * 2012-01-26 2015-07-07 Google Inc. Detecting objects in images
JP2014022837A (ja) * 2012-07-13 2014-02-03 Nippon Hoso Kyokai <Nhk> 学習装置、及びプログラム
CN103440318A (zh) * 2013-08-29 2013-12-11 王靖洲 移动终端的景观识别系统
CN105023020A (zh) * 2014-04-21 2015-11-04 三星电子株式会社 语义标注设备及其方法
CN105139390A (zh) * 2015-08-14 2015-12-09 四川大学 一种检测胸透dr片中肺结核病灶的图像处理方法

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
未知环境中智能机器人的视觉导航技术研究;林义闽;《中国优秀博硕士学位论文全文数据库(博士)信息科技辑》;20150415(第04期);I138-75 *

Also Published As

Publication number Publication date
JP2019036167A (ja) 2019-03-07
JP6970553B2 (ja) 2021-11-24
US20190057274A1 (en) 2019-02-21
US10769473B2 (en) 2020-09-08
DE102018119682A1 (de) 2019-02-21
CN109409398A (zh) 2019-03-01

Similar Documents

Publication Publication Date Title
CN109409398B (zh) 图像处理装置、图像处理方法以及存储介质
US20200356818A1 (en) Logo detection
KR100886407B1 (ko) 정보 처리 장치 및 그 제어방법
JP5713790B2 (ja) 画像処理装置、画像処理方法、及びプログラム
CN109343920B (zh) 一种图像处理方法及其装置、设备和存储介质
CN109426835B (zh) 信息处理装置、信息处理装置的控制方法和存储介质
CN108334805B (zh) 检测文档阅读顺序的方法和装置
US20210089823A1 (en) Information processing device, information processing method, and non-transitory computer-readable storage medium
EP2980755B1 (en) Method for partitioning area, and inspection device
US8135172B2 (en) Image processing apparatus and method thereof
JP4300098B2 (ja) オブジェクト識別方法とその装置、プログラム及び記録媒体
US11373313B2 (en) Image processing apparatus and image processing method
CN109389115B (zh) 文本识别方法、装置、存储介质和计算机设备
JP2019220014A (ja) 画像解析装置、画像解析方法及びプログラム
CN114202719A (zh) 视频样本的标注方法、装置、计算机设备及存储介质
CN116468004A (zh) 促进表单中的可填写区域的标识
CN114387600B (zh) 文本特征识别方法、装置、计算机设备和存储介质
CN113822295B (zh) 图像识别方法、装置、电子设备和计算机可读存储介质
JPWO2015146113A1 (ja) 識別辞書学習システム、識別辞書学習方法および識別辞書学習プログラム
JP2018036901A (ja) 画像処理装置、画像処理方法および画像処理プログラム
US9250802B2 (en) Shaping device
CN111291756A (zh) 图像中文本区域的检测方法、装置、计算机设备及计算机存储介质
JP2007025902A (ja) 画像処理装置、画像処理方法
CN113903025B (zh) 场景文本检测方法、装置和模型及其训练方法和训练装置
JP2020087112A (ja) 帳票処理装置および帳票処理方法

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant