JP7300699B2 - 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 - Google Patents

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 Download PDF

Info

Publication number
JP7300699B2
JP7300699B2 JP2018212304A JP2018212304A JP7300699B2 JP 7300699 B2 JP7300699 B2 JP 7300699B2 JP 2018212304 A JP2018212304 A JP 2018212304A JP 2018212304 A JP2018212304 A JP 2018212304A JP 7300699 B2 JP7300699 B2 JP 7300699B2
Authority
JP
Japan
Prior art keywords
image
learning
collective
images
individual
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
JP2018212304A
Other languages
English (en)
Japanese (ja)
Other versions
JP2020080003A5 (https=
JP2020080003A (ja
Inventor
弘法 堤
修 廣瀬
祥憲 樽本
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
Priority to JP2018212304A priority Critical patent/JP7300699B2/ja
Priority to US16/678,768 priority patent/US20200151511A1/en
Priority to EP19208349.1A priority patent/EP3651067A1/en
Priority to CN201911096334.2A priority patent/CN111178379B/zh
Publication of JP2020080003A publication Critical patent/JP2020080003A/ja
Publication of JP2020080003A5 publication Critical patent/JP2020080003A5/ja
Application granted granted Critical
Publication of JP7300699B2 publication Critical patent/JP7300699B2/ja
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
    • G06F18/21Design 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
    • 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
    • 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
    • G06F18/2155Generating 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural 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
    • 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
    • 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
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/68Food, 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)
JP2018212304A 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 Active JP7300699B2 (ja)

Priority Applications (4)

Application Number Priority Date Filing Date Title
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
US16/678,768 US20200151511A1 (en) 2018-11-12 2019-11-08 Training data generation method, training data generation program, training data generation apparatus, and product identification apparatus
EP19208349.1A EP3651067A1 (en) 2018-11-12 2019-11-11 Training data generation method, training data generation apparatus, and product identification apparatus
CN201911096334.2A 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

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
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 (3)

Publication Number Publication Date
JP2020080003A JP2020080003A (ja) 2020-05-28
JP2020080003A5 JP2020080003A5 (https=) 2021-12-02
JP7300699B2 true JP7300699B2 (ja) 2023-06-30

Family

ID=68840846

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2018212304A Active 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

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 (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011170745A (ja) 2010-02-22 2011-09-01 Burein:Kk パンの識別装置とそのプログラム
WO2014207991A1 (ja) 2013-06-28 2014-12-31 日本電気株式会社 教師データ生成装置、方法、プログラム、および群衆状態認識装置、方法、プログラム

Family Cites Families (15)

* 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
CN103679764B (zh) * 2012-08-31 2016-12-21 西门子公司 一种图像生成方法及装置
US9158995B2 (en) * 2013-03-14 2015-10-13 Xerox Corporation Data driven localization using task-dependent representations
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
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
US11238362B2 (en) * 2016-01-15 2022-02-01 Adobe Inc. Modeling semantic concepts in an embedding space as distributions
CN106781014B (zh) * 2017-01-24 2018-05-18 广州市蚁道互联网有限公司 自动售货机及其运行方法
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
CN108269371B (zh) * 2017-09-27 2020-04-03 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
CN107862775B (zh) * 2017-11-29 2020-07-10 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
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 (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2011170745A (ja) 2010-02-22 2011-09-01 Burein:Kk パンの識別装置とそのプログラム
WO2014207991A1 (ja) 2013-06-28 2014-12-31 日本電気株式会社 教師データ生成装置、方法、プログラム、および群衆状態認識装置、方法、プログラム

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
Debidatta Dwibedi et al.,Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection,[online],2017年,https://ieeexplore.ieee.org/document/8237408
Elad Walach et al.,Learning to Count with CNN Boosting,[online],2016年,https://link.springer.com/content/pdf/10.1007/978-3-319-46475-6_41.pdf
Patrick Follmann et al.,MVTec D2S: Densely Segmented Supermarket Dataset,[online],2018年07月25日,https://arxiv.org/abs/1804.08292
伊藤康一,外2名,畳み込みニューラルネットワークを用いた生体検知手法,電子情報通信学会論文誌,2017年,Vol.J100-A No.12,pp.455-464

Also Published As

Publication number Publication date
CN111178379B (zh) 2024-04-05
US20200151511A1 (en) 2020-05-14
EP3651067A1 (en) 2020-05-13
CN111178379A (zh) 2020-05-19
JP2020080003A (ja) 2020-05-28

Similar Documents

Publication Publication Date Title
JP7300699B2 (ja) 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
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
JP6549558B2 (ja) 売上登録装置、プログラム及び売上登録方法
US11669948B2 (en) Learned model generating method, learned model generating device, product identifying method, product identifying device, product identifying system, and measuring device
US20210248579A1 (en) Apparatus and method for visually identifying an item selected from a stock of items
JP2022528022A (ja) スーパーマーケット商品棚上の商品の分析方法及びシステム
CN106203225A (zh) 基于深度的图像元素删除
JP6565639B2 (ja) 情報表示プログラム、情報表示方法、及び情報表示装置
JP2017102573A (ja) 購買行動分析プログラム、購買行動分析方法、及び購買行動分析装置
CN113888254A (zh) 货架商品管理方法和电子设备
JPWO2021199132A5 (ja) 情報処理装置、情報処理方法、及び、プログラム
JP7381330B2 (ja) 情報処理システム、情報処理装置及び情報処理方法
JPWO2022176776A5 (https=)
JPWO2022024367A5 (ja) 学習モデル生成装置、学習モデル生成システム、学習モデル生成方法および学習モデル生成プログラム
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
CN112070991A (zh) 物品识别系统以及具备物品识别系统的结账处理系统
JP6209298B1 (ja) 情報提供装置及び情報提供方法
JP2024023957A (ja) 処理装置、処理方法及びプログラム
WO2021095152A1 (ja) 情報処理装置、情報処理方法、およびプログラム
JP6877806B6 (ja) 情報処理装置、プログラム及び情報処理方法
JP7457347B2 (ja) 商品候補提示システム及び会計処理システム
Palacios et al. Automatic Retail Dataset Creation with Multiple Sources of Information Synchronization
JP2021012711A5 (https=)

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20211022

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20211022

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20221005

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20221011

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20221212

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20230411

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230523

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20230606

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20230613

R150 Certificate of patent or registration of utility model

Ref document number: 7300699

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150