CN111178379B - 示教数据生成方法及生成装置、以及商品识别装置 - Google Patents

示教数据生成方法及生成装置、以及商品识别装置 Download PDF

Info

Publication number
CN111178379B
CN111178379B CN201911096334.2A CN201911096334A CN111178379B CN 111178379 B CN111178379 B CN 111178379B CN 201911096334 A CN201911096334 A CN 201911096334A CN 111178379 B CN111178379 B CN 111178379B
Authority
CN
China
Prior art keywords
image
learning
teaching data
images
generating
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
CN201911096334.2A
Other languages
English (en)
Chinese (zh)
Other versions
CN111178379A (zh
Inventor
堤弘法
广濑修
樽本祥宪
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.)
Ishida Co Ltd
Original Assignee
Ishida Co Ltd
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 Ishida Co Ltd filed Critical Ishida Co Ltd
Publication of CN111178379A publication Critical patent/CN111178379A/zh
Application granted granted Critical
Publication of CN111178379B publication Critical patent/CN111178379B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • 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
    • 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
    • G06V10/77—Processing 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
    • G06V10/774—Generating sets of 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
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2155—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the incorporation of unlabelled data, e.g. multiple instance learning [MIL], semi-supervised techniques using expectation-maximisation [EM] or naïve labelling
    • 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
    • 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
    • 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
    • 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
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/68—Food, e.g. fruit or vegetables

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Multimedia (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Cash Registers Or Receiving Machines (AREA)
  • Image Processing (AREA)
CN201911096334.2A 2018-11-12 2019-11-11 示教数据生成方法及生成装置、以及商品识别装置 Active CN111178379B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2018-212304 2018-11-12
JP2018212304A JP7300699B2 (ja) 2018-11-12 2018-11-12 教師データ生成方法、教師データ生成プログラム、教師データ生成装置、及び商品識別装置

Publications (2)

Publication Number Publication Date
CN111178379A CN111178379A (zh) 2020-05-19
CN111178379B true CN111178379B (zh) 2024-04-05

Family

ID=68840846

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201911096334.2A Active CN111178379B (zh) 2018-11-12 2019-11-11 示教数据生成方法及生成装置、以及商品识别装置

Country Status (4)

Country Link
US (1) US20200151511A1 (https=)
EP (1) EP3651067A1 (https=)
JP (1) JP7300699B2 (https=)
CN (1) CN111178379B (https=)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020121678A1 (ja) * 2018-12-14 2020-06-18 富士フイルム株式会社 ミニバッチ学習装置とその作動プログラム、作動方法、および画像処理装置
CN111797896B (zh) * 2020-06-01 2023-06-27 锐捷网络股份有限公司 基于智慧烘焙的商品识别方法及装置
US11790650B2 (en) * 2020-08-20 2023-10-17 Adobe Inc. Contrastive captioning for image groups
JP7643063B2 (ja) * 2021-02-10 2025-03-11 日本電気株式会社 データ生成装置、データ生成方法、及びプログラム
US20240153253A1 (en) * 2021-03-29 2024-05-09 Yamaha Hatsudoki Kabushiki Kaisha Method and program for generating trained model for inspecting number of objects
KR102557870B1 (ko) * 2021-04-30 2023-07-21 주식회사 서연이화 자동차 부품의 성능 검증 결과를 예측하는 인공지능 모델의 학습 데이터를 생성하는 방법 및 장치
CN117396919A (zh) 2021-05-19 2024-01-12 京瓷株式会社 信息处理方法、程序及信息处理装置
JP7336503B2 (ja) * 2021-12-27 2023-08-31 Ｆｓｘ株式会社 サーバ及びおしぼり管理システム
CN114866162B (zh) * 2022-07-11 2023-09-26 中国人民解放军国防科技大学 信号数据增强方法、系统及通信辐射源的识别方法和系统
CN118414614A (zh) * 2024-03-26 2024-07-30 深圳市锐明技术股份有限公司 基于大模型的驾驶风险识别方法、装置、设备及存储介质
JP7738128B1 (ja) 2024-05-17 2025-09-11 ソフトバンク株式会社 生成装置、生成方法および生成プログラム

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103679764A (zh) * 2012-08-31 2014-03-26 西门子公司 一种图像生成方法及装置
JP2017062623A (ja) * 2015-09-24 2017-03-30 富士通株式会社 画像検出プログラム、画像検出方法、及び画像検出装置
CN106781014A (zh) * 2017-01-24 2017-05-31 广州市蚁道互联网有限公司 自动售货机及其运行方法
CN107862775A (zh) * 2017-11-29 2018-03-30 深圳易伙科技有限责任公司 一种基于人工智能的超市商品防盗预警系统及方法
CN108269371A (zh) * 2017-09-27 2018-07-10 缤果可为（北京）科技有限公司 商品自动结算方法、装置、自助收银台

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5930393A (en) * 1997-08-11 1999-07-27 Lucent Technologies Inc. Method and apparatus for enhancing degraded document images
US6707464B2 (en) * 2001-01-31 2004-03-16 Harris Corporation System and method for identifying tie point collections used in imagery
JP5510924B2 (ja) 2010-02-22 2014-06-04 株式会社ブレイン パンの識別装置とそのプログラム
US9158995B2 (en) * 2013-03-14 2015-10-13 Xerox Corporation Data driven localization using task-dependent representations
CN105593901B (zh) 2013-06-28 2020-06-12 日本电气株式会社 训练数据生成设备、方法和程序以及人群状态识别设备、方法和程序
JP6473056B2 (ja) 2015-07-16 2019-02-20 株式会社ブレイン 店舗システムとそのプログラム
US9767381B2 (en) * 2015-09-22 2017-09-19 Xerox Corporation Similarity-based detection of prominent objects using deep CNN pooling layers as features
US11238362B2 (en) * 2016-01-15 2022-02-01 Adobe Inc. Modeling semantic concepts in an embedding space as distributions
US10311312B2 (en) * 2017-08-31 2019-06-04 TuSimple System and method for vehicle occlusion detection
US10817509B2 (en) * 2017-03-16 2020-10-27 Massachusetts Institute Of Technology System and method for semantic mapping of natural language input to database entries via convolutional neural networks
US10489688B2 (en) * 2017-07-24 2019-11-26 Adobe Inc. Personalized digital image aesthetics in a digital medium environment
US10817711B2 (en) * 2018-06-20 2020-10-27 International Business Machines Corporation Determining a need for a workspace graphical notation to increase user engagement

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103679764A (zh) * 2012-08-31 2014-03-26 西门子公司 一种图像生成方法及装置
JP2017062623A (ja) * 2015-09-24 2017-03-30 富士通株式会社 画像検出プログラム、画像検出方法、及び画像検出装置
CN106781014A (zh) * 2017-01-24 2017-05-31 广州市蚁道互联网有限公司 自动售货机及其运行方法
CN108269371A (zh) * 2017-09-27 2018-07-10 缤果可为（北京）科技有限公司 商品自动结算方法、装置、自助收银台
CN107862775A (zh) * 2017-11-29 2018-03-30 深圳易伙科技有限责任公司 一种基于人工智能的超市商品防盗预警系统及方法

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Patrick Follmann 等.MVTec D2S：Densely Segmented Supermarket Dataset.arXiv.org.2018,第1、3-5、10-12页. *
商品图像检测方法的研究;王智慧;中国优秀硕士学位论文全文数据库信息科技辑;20181015(10);全文 *

Also Published As

Publication number Publication date
US20200151511A1 (en) 2020-05-14
EP3651067A1 (en) 2020-05-13
JP7300699B2 (ja) 2023-06-30
CN111178379A (zh) 2020-05-19
JP2020080003A (ja) 2020-05-28

Similar Documents

Publication Publication Date Title
CN111178379B (zh) 示教数据生成方法及生成装置、以及商品识别装置
JP2020080003A5 (https=)
CN112330526B (zh) 一种人脸转换模型的训练方法、存储介质及终端设备
JP7147921B2 (ja) 画像処理装置、画像処理方法及びプログラム
Calli et al. Yale-CMU-Berkeley dataset for robotic manipulation research
CN109711472B (zh) 训练数据生成方法和装置
US10013784B2 (en) Generating an assembled group image from subject images
CN106203225B (zh) 基于深度的图像元素删除
JP7018371B2 (ja) 家屋異動判読システム、家屋異動判読方法、家屋異動判読プログラム及び滅失判読モデル
JP6915611B2 (ja) 情報処理装置、情報処理方法及びプログラム
JP2017102564A (ja) 表示制御プログラム、表示制御方法、及び表示制御装置
JP2022131397A (ja) 姿勢推定装置、学習装置、姿勢推定方法及びプログラム
WO2021229752A1 (ja) 画像記憶装置、画像記憶方法、及びプログラム
US10573045B2 (en) Generating an assembled group image from subject images
US20240046597A1 (en) System that calculates available shelf space based on images projected onto the shelf surface
JP6209298B1 (ja) 情報提供装置及び情報提供方法
JP7641734B2 (ja) 画像変換装置、画像変換方法、文字情報変換装置、文字情報変換方法及びプログラム
JP7601356B1 (ja) 情報処理システム
JP2017058657A (ja) 情報処理装置、制御方法、コンピュータプログラム及び記憶媒体
JP2021055266A (ja) 石垣配置支援プログラム、石垣配置支援方法、及び、石垣配置支援装置
JP7539671B1 (ja) 情報処理システム
CN114429569B (zh) 训练影像的自动生成系统及其方法
CN112889081A (zh) 用于识别用户选择的物品、呈现其数据以及获取与其的用户交互的系统和处理
JP2022010292A (ja) 登録装置、登録方法及びプログラム
CN120548551A (zh) 信息处理系统

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