CA3107485A1 - Realtime inventory tracking using deep learning - Google Patents

Realtime inventory tracking using deep learning Download PDF

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Publication number
CA3107485A1
CA3107485A1 CA3107485A CA3107485A CA3107485A1 CA 3107485 A1 CA3107485 A1 CA 3107485A1 CA 3107485 A CA3107485 A CA 3107485A CA 3107485 A CA3107485 A CA 3107485A CA 3107485 A1 CA3107485 A1 CA 3107485A1
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CA
Canada
Prior art keywords
inventory
images
location
event
locations
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
CA3107485A
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English (en)
French (fr)
Inventor
Jordan E. Fisher
Daniel L. Fischetti
Nicholas J. Locascio
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.)
Standard Cognition Corp
Original Assignee
Standard Cognition Corp
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 US16/256,904 external-priority patent/US10445694B2/en
Application filed by Standard Cognition Corp filed Critical Standard Cognition Corp
Publication of CA3107485A1 publication Critical patent/CA3107485A1/en
Pending legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087—Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • 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
    • 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
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/06—Buying, selling or leasing transactions
    • 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
    • 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
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • 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)
  • General Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Finance (AREA)
  • Molecular Biology (AREA)
  • Economics (AREA)
  • Accounting & Taxation (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Development Economics (AREA)
  • Marketing (AREA)
  • Multimedia (AREA)
  • General Business, Economics & Management (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Strategic Management (AREA)
  • Evolutionary Biology (AREA)
  • Human Resources & Organizations (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Operations Research (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Quality & Reliability (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Tourism & Hospitality (AREA)
  • Image Analysis (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
CA3107485A 2018-07-26 2019-07-25 Realtime inventory tracking using deep learning Pending CA3107485A1 (en)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201862703785P 2018-07-26 2018-07-26
US62/703,785 2018-07-26
US16/256,904 2019-01-24
US16/256,904 US10445694B2 (en) 2017-08-07 2019-01-24 Realtime inventory tracking using deep learning
PCT/US2019/043519 WO2020023795A1 (en) 2018-07-26 2019-07-25 Realtime inventory tracking using deep learning

Publications (1)

Publication Number Publication Date
CA3107485A1 true CA3107485A1 (en) 2020-01-30

Family

ID=69181936

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3107485A Pending CA3107485A1 (en) 2018-07-26 2019-07-25 Realtime inventory tracking using deep learning

Country Status (4)

Country Link
EP (1) EP3827392A4 (https=)
JP (1) JP7228670B2 (https=)
CA (1) CA3107485A1 (https=)
WO (1) WO2020023795A1 (https=)

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* Cited by examiner, † Cited by third party
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US10474988B2 (en) 2017-08-07 2019-11-12 Standard Cognition, Corp. Predicting inventory events using foreground/background processing
US11023850B2 (en) 2017-08-07 2021-06-01 Standard Cognition, Corp. Realtime inventory location management using deep learning
US11250376B2 (en) 2017-08-07 2022-02-15 Standard Cognition, Corp Product correlation analysis using deep learning
US11200692B2 (en) 2017-08-07 2021-12-14 Standard Cognition, Corp Systems and methods to check-in shoppers in a cashier-less store
US10474991B2 (en) 2017-08-07 2019-11-12 Standard Cognition, Corp. Deep learning-based store realograms
US11232687B2 (en) 2017-08-07 2022-01-25 Standard Cognition, Corp Deep learning-based shopper statuses in a cashier-less store
US10650545B2 (en) 2017-08-07 2020-05-12 Standard Cognition, Corp. Systems and methods to check-in shoppers in a cashier-less store
US10853965B2 (en) 2017-08-07 2020-12-01 Standard Cognition, Corp Directional impression analysis using deep learning
US11232575B2 (en) 2019-04-18 2022-01-25 Standard Cognition, Corp Systems and methods for deep learning-based subject persistence
US12333739B2 (en) 2019-04-18 2025-06-17 Standard Cognition, Corp. Machine learning-based re-identification of shoppers in a cashier-less store for autonomous checkout
US12288294B2 (en) 2020-06-26 2025-04-29 Standard Cognition, Corp. Systems and methods for extrinsic calibration of sensors for autonomous checkout
US11361468B2 (en) 2020-06-26 2022-06-14 Standard Cognition, Corp. Systems and methods for automated recalibration of sensors for autonomous checkout
US11303853B2 (en) 2020-06-26 2022-04-12 Standard Cognition, Corp. Systems and methods for automated design of camera placement and cameras arrangements for autonomous checkout
US12373971B2 (en) 2021-09-08 2025-07-29 Standard Cognition, Corp. Systems and methods for trigger-based updates to camograms for autonomous checkout in a cashier-less shopping
KR102466020B1 (ko) * 2022-04-14 2022-11-10 주식회사 에루샤 인공지능 기반 명품 정보 및 셀러의 자동 매칭 방법, 장치 및 시스템
CN115511427B (zh) * 2022-11-23 2023-04-07 广州卓铸网络科技有限公司 一种基于二维码的仓储管理系统
US20250124368A1 (en) * 2023-10-12 2025-04-17 Carumai, Llc Systems and methods for controlling resource allocation

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US8189926B2 (en) * 2006-12-30 2012-05-29 Videomining Corporation Method and system for automatically analyzing categories in a physical space based on the visual characterization of people
US20130076898A1 (en) * 2011-08-01 2013-03-28 Richard Philippe Apparatus, systems, and methods for tracking medical products using an imaging unit
US9892438B1 (en) * 2012-05-03 2018-02-13 Stoplift, Inc. Notification system and methods for use in retail environments
US10268983B2 (en) * 2013-06-26 2019-04-23 Amazon Technologies, Inc. Detecting item interaction and movement
US9473747B2 (en) * 2013-07-25 2016-10-18 Ncr Corporation Whole store scanner
JP6529078B2 (ja) 2013-09-06 2019-06-12 日本電気株式会社 顧客行動分析システム、顧客行動分析方法、顧客行動分析プログラム及び棚システム
JP6240203B2 (ja) 2013-09-19 2017-11-29 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカＰａｎａｓｏｎｉｃ Ｉｎｔｅｌｌｅｃｔｕａｌ Ｐｒｏｐｅｒｔｙ Ｃｏｒｐｏｒａｔｉｏｎ ｏｆ Ａｍｅｒｉｃａ 情報端末にマーチャンダイジング情報を表示させる制御方法
JP6197952B2 (ja) 2014-05-12 2017-09-20 富士通株式会社 商品情報出力方法、商品情報出力プログラムおよび制御装置
WO2017150590A1 (ja) * 2016-02-29 2017-09-08 サインポスト株式会社 情報処理システム
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Also Published As

Publication number Publication date
EP3827392A4 (en) 2022-03-30
JP2021531595A (ja) 2021-11-18
JP7228670B2 (ja) 2023-02-24
WO2020023795A1 (en) 2020-01-30
EP3827392A1 (en) 2021-06-02

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Effective date: 20220929