CN113111899A - 基于图像分类的物体识别或物体注册的方法及计算系统 - Google Patents

基于图像分类的物体识别或物体注册的方法及计算系统 Download PDF

Info

Publication number
CN113111899A
CN113111899A CN202011168828.XA CN202011168828A CN113111899A CN 113111899 A CN113111899 A CN 113111899A CN 202011168828 A CN202011168828 A CN 202011168828A CN 113111899 A CN113111899 A CN 113111899A
Authority
CN
China
Prior art keywords
storage space
template
target image
image portion
template storage
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.)
Pending
Application number
CN202011168828.XA
Other languages
English (en)
Chinese (zh)
Inventor
余锦泽
何塞·赫罗尼莫·莫雷拉·罗德里格斯
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.)
Mu Jinkeji
Original Assignee
Mu Jinkeji
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
Priority claimed from US16/991,466 external-priority patent/US11772271B2/en
Application filed by Mu Jinkeji filed Critical Mu Jinkeji
Priority to CN202011353135.8A priority Critical patent/CN112288038B/zh
Publication of CN113111899A publication Critical patent/CN113111899A/zh
Pending legal-status Critical Current

Links

Images

Classifications

    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J9/00Programme-controlled manipulators
    • B25J9/16Programme controls
    • B25J9/1694Programme controls characterised by use of sensors other than normal servo-feedback from position, speed or acceleration sensors, perception control, multi-sensor controlled systems, sensor fusion
    • B25J9/1697Vision controlled systems
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J13/00Controls for manipulators
    • B25J13/08Controls for manipulators by means of sensing devices, e.g. viewing or touching devices
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J9/00Programme-controlled manipulators
    • B25J9/16Programme controls
    • B25J9/1628Programme controls characterised by the control loop
    • B25J9/163Programme controls characterised by the control loop learning, adaptive, model based, rule based expert control
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J9/00Programme-controlled manipulators
    • B25J9/16Programme controls
    • B25J9/1656Programme controls characterised by programming, planning systems for manipulators
    • B25J9/1661Programme controls characterised by programming, planning systems for manipulators characterised by task planning, object-oriented languages
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B25HAND TOOLS; PORTABLE POWER-DRIVEN TOOLS; MANIPULATORS
    • B25JMANIPULATORS; CHAMBERS PROVIDED WITH MANIPULATION DEVICES
    • B25J9/00Programme-controlled manipulators
    • B25J9/16Programme controls
    • B25J9/1656Programme controls characterised by programming, planning systems for manipulators
    • B25J9/1664Programme controls characterised by programming, planning systems for manipulators characterised by motion, path, trajectory planning
    • 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/28Determining representative reference patterns, e.g. by averaging or distorting; Generating dictionaries
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/22Image preprocessing by selection of a specific region containing or referencing a pattern; Locating or processing of specific regions to guide the detection or recognition
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/44Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • 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
    • G06V10/74Image or video pattern matching; Proximity measures in feature spaces
    • G06V10/75Organisation 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
    • G06V10/751Comparing pixel values or logical combinations thereof, or feature values having positional relevance, e.g. template matching
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B65CONVEYING; PACKING; STORING; HANDLING THIN OR FILAMENTARY MATERIAL
    • B65GTRANSPORT OR STORAGE DEVICES, e.g. CONVEYORS FOR LOADING OR TIPPING, SHOP CONVEYOR SYSTEMS OR PNEUMATIC TUBE CONVEYORS
    • B65G61/00Use of pick-up or transfer devices or of manipulators for stacking or de-stacking articles not otherwise provided for
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/35Nc in input of data, input till input file format
    • G05B2219/35074Display object, recognition of geometric forms
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/40Robotics, robotics mapping to robotics vision
    • G05B2219/40564Recognize shape, contour of object, extract position and orientation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/06Recognition of objects for industrial automation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/07Target detection

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mechanical Engineering (AREA)
  • Robotics (AREA)
  • Multimedia (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Image Analysis (AREA)
  • Manipulator (AREA)
CN202011168828.XA 2020-01-10 2020-10-28 基于图像分类的物体识别或物体注册的方法及计算系统 Pending CN113111899A (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202011353135.8A CN112288038B (zh) 2020-01-10 2020-10-28 基于图像分类的物体识别或物体注册的方法及计算系统

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US202062959182P 2020-01-10 2020-01-10
US62/959,182 2020-01-10
US16/991,466 US11772271B2 (en) 2020-01-10 2020-08-12 Method and computing system for object recognition or object registration based on image classification
US16/991,466 2020-08-12

Related Child Applications (1)

Application Number Title Priority Date Filing Date
CN202011353135.8A Division CN112288038B (zh) 2020-01-10 2020-10-28 基于图像分类的物体识别或物体注册的方法及计算系统

Publications (1)

Publication Number Publication Date
CN113111899A true CN113111899A (zh) 2021-07-13

Family

ID=74860898

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202011168828.XA Pending CN113111899A (zh) 2020-01-10 2020-10-28 基于图像分类的物体识别或物体注册的方法及计算系统

Country Status (4)

Country Link
US (1) US20230381971A1 (enExample)
JP (2) JP6844803B1 (enExample)
CN (1) CN113111899A (enExample)
DE (1) DE102020213566A1 (enExample)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7418762B2 (ja) * 2021-08-09 2024-01-22 株式会社Mujin 計算システム、方法及び非一時的コンピュータ可読媒体
WO2023017413A1 (en) * 2021-08-09 2023-02-16 Mujin, Inc. Systems and methods for object detection

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US770011A (en) 1904-01-21 1904-09-13 Bucyrus Co Lower tumbler and ladder end for elevator-dredges.
JP3426002B2 (ja) * 1993-09-20 2003-07-14 三菱電機株式会社 物体認識装置
US5835634A (en) * 1996-05-31 1998-11-10 Adobe Systems Incorporated Bitmap comparison apparatus and method using an outline mask and differently weighted bits
JPH11333770A (ja) * 1998-03-20 1999-12-07 Kobe Steel Ltd 積荷位置姿勢認識装置
JP4740003B2 (ja) * 2006-03-20 2011-08-03 クラリオン株式会社 移動体監視装置
JP5866728B2 (ja) * 2011-10-14 2016-02-17 サイバーアイ・エンタテインメント株式会社 画像認識システムを備えた知識情報処理サーバシステム
JP5939775B2 (ja) * 2011-11-30 2016-06-22 キヤノン株式会社 画像処理装置、画像処理プログラム、ロボット装置及び画像処理方法
JP2014029664A (ja) * 2012-06-28 2014-02-13 Seiko Epson Corp 比較画像範囲生成方法、位置姿勢検出方法、比較画像範囲生成装置、位置姿勢検出装置、ロボット、ロボットシステム、比較画像範囲生成プログラム及び位置姿勢検出プログラム
JP2014127186A (ja) * 2012-12-27 2014-07-07 Ricoh Co Ltd 画像処理装置、画像処理方法およびプログラム
US9120622B1 (en) * 2015-04-16 2015-09-01 inVia Robotics, LLC Autonomous order fulfillment and inventory control robots
KR20180018211A (ko) * 2016-08-12 2018-02-21 엘지전자 주식회사 자가 학습 로봇
CN106488164B (zh) * 2016-09-30 2019-09-13 合肥杰发科技有限公司 视频信号处理方法及装置
CN106552772B (zh) * 2016-10-25 2019-01-22 北京京东尚科信息技术有限公司 视觉识别系统和使用所述视觉识别系统的分类分拣系统
JP2019063984A (ja) * 2017-10-02 2019-04-25 キヤノン株式会社 情報処理装置、方法及びロボットシステム
US12039746B2 (en) * 2019-03-28 2024-07-16 Sony Group Corporation Information processing device and information processing method for extracting information from an image

Also Published As

Publication number Publication date
JP2021111423A (ja) 2021-08-02
JP6844803B1 (ja) 2021-03-17
US20230381971A1 (en) 2023-11-30
JP2021111354A (ja) 2021-08-02
DE102020213566A1 (de) 2021-07-15

Similar Documents

Publication Publication Date Title
US11772271B2 (en) Method and computing system for object recognition or object registration based on image classification
JP7433609B2 (ja) 物体識別のための方法および計算システム
JP7789616B2 (ja) 回転補正付きの物体ビンピッキング
US12236609B2 (en) Method and computing system for processing candidate edges
WO2021249406A1 (zh) 货箱的提取方法、装置、系统、机器人和存储介质
US20240221350A1 (en) Method and computing system for generating a safety volume list for object detection
CN115922738B (zh) 堆叠场景下的电子元器件抓取方法、装置、设备及介质
US20230381971A1 (en) Method and computing system for object registration based on image classification
JP7191352B2 (ja) 物体検出を実施するための方法および計算システム
CN112734783B (zh) 用于处理候选边缘的方法和计算系统
Holz et al. Fast edge-based detection and localization of transport boxes and pallets in rgb-d images for mobile robot bin picking
CN112288038B (zh) 基于图像分类的物体识别或物体注册的方法及计算系统
JP7709153B2 (ja) 物体認識のために画像分類を行う方法およびシステム
CN113780269B (zh) 图像识别方法、装置、计算机系统及可读存储介质
CN116228857B (zh) 一种基于四边形拟合的纸箱检测方法和系统
JP7694885B2 (ja) 物理的エッジ検出を実行または促進するための方法および計算システム
Bhuyan et al. Structure‐aware multiple salient region detection and localization for autonomous robotic manipulation
CN113361651B (zh) 生成用于物体检测的安全空间列表的方法和计算系统
CN112288040B (zh) 执行用于物体识别的图像分类的方法和系统
CN116237923A (zh) 物体抓取方法、装置、电子设备和存储介质

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