EP3827391A4 - Deep learning-based store realograms - Google Patents

Deep learning-based store realograms Download PDF

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Publication number
EP3827391A4
EP3827391A4 EP19840680.3A EP19840680A EP3827391A4 EP 3827391 A4 EP3827391 A4 EP 3827391A4 EP 19840680 A EP19840680 A EP 19840680A EP 3827391 A4 EP3827391 A4 EP 3827391A4
Authority
EP
European Patent Office
Prior art keywords
realograms
deep learning
based store
store
learning
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.)
Withdrawn
Application number
EP19840680.3A
Other languages
German (de)
French (fr)
Other versions
EP3827391A1 (en
Inventor
Jordan E. Fisher
Daniel L. Fischetti
Michael S. Suswal
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 US16/256,355 external-priority patent/US10474991B2/en
Application filed by Standard Cognition Corp filed Critical Standard Cognition Corp
Publication of EP3827391A1 publication Critical patent/EP3827391A1/en
Publication of EP3827391A4 publication Critical patent/EP3827391A4/en
Withdrawn legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/107—Static hand or arm
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16—Human faces, e.g. facial parts, sketches or expressions
    • G06V40/172—Classification, e.g. identification
    • G06V40/173—Classification, e.g. identification face re-identification, e.g. recognising unknown faces across different face tracks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/20—Movements or behaviour, e.g. gesture recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Business, Economics & Management (AREA)
  • Human Computer Interaction (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Economics (AREA)
  • Quality & Reliability (AREA)
  • Biophysics (AREA)
  • Human Resources & Organizations (AREA)
  • Marketing (AREA)
  • Operations Research (AREA)
  • Development Economics (AREA)
  • Strategic Management (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Finance (AREA)
  • Biomedical Technology (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Accounting & Taxation (AREA)
  • Molecular Biology (AREA)
  • Social Psychology (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Psychiatry (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
EP19840680.3A 2018-07-26 2019-07-25 Deep learning-based store realograms Withdrawn EP3827391A4 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862703785P 2018-07-26 2018-07-26
US16/256,355 US10474991B2 (en) 2017-08-07 2019-01-24 Deep learning-based store realograms
PCT/US2019/043522 WO2020023798A1 (en) 2018-07-26 2019-07-25 Deep learning-based store realograms

Publications (2)

Publication Number Publication Date
EP3827391A1 EP3827391A1 (en) 2021-06-02
EP3827391A4 true EP3827391A4 (en) 2022-04-06

Family

ID=69180687

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19840680.3A Withdrawn EP3827391A4 (en) 2018-07-26 2019-07-25 Deep learning-based store realograms

Country Status (5)

Country Link
EP (1) EP3827391A4 (en)
JP (1) JP7228671B2 (en)
CA (1) CA3107446A1 (en)
TW (1) TWI779219B (en)
WO (1) WO2020023798A1 (en)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10853965B2 (en) 2017-08-07 2020-12-01 Standard Cognition, Corp Directional impression analysis using deep learning
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
US11023850B2 (en) 2017-08-07 2021-06-01 Standard Cognition, Corp. Realtime inventory location management using deep learning
US10650545B2 (en) 2017-08-07 2020-05-12 Standard Cognition, Corp. Systems and methods to check-in shoppers in a cashier-less store
US10474988B2 (en) 2017-08-07 2019-11-12 Standard Cognition, Corp. Predicting inventory events using foreground/background processing
US11200692B2 (en) 2017-08-07 2021-12-14 Standard Cognition, Corp Systems and methods to check-in shoppers in a cashier-less store
US11250376B2 (en) 2017-08-07 2022-02-15 Standard Cognition, Corp Product correlation analysis using deep learning
US11232575B2 (en) 2019-04-18 2022-01-25 Standard Cognition, Corp Systems and methods for deep learning-based subject persistence
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
US11361468B2 (en) 2020-06-26 2022-06-14 Standard Cognition, Corp. Systems and methods for automated recalibration of sensors for autonomous checkout
CN113763113B (en) * 2021-03-04 2024-07-16 北京沃东天骏信息技术有限公司 Article display method and device

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130182114A1 (en) * 2012-01-17 2013-07-18 Objectvideo, Inc. System and method for monitoring a retail environment using video content analysis with depth sensing

Family Cites Families (11)

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Publication number Priority date Publication date Assignee Title
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
US10268983B2 (en) * 2013-06-26 2019-04-23 Amazon Technologies, Inc. Detecting item interaction and movement
US20160203499A1 (en) * 2013-09-06 2016-07-14 Nec Corporation Customer behavior analysis system, customer behavior analysis method, non-transitory computer readable medium, and shelf system
WO2015040661A1 (en) * 2013-09-19 2015-03-26 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 Control method for displaying merchandising information on information terminal
WO2015173869A1 (en) * 2014-05-12 2015-11-19 富士通株式会社 Product-information output method, product-information output program, and control device
US9483704B2 (en) * 2014-12-10 2016-11-01 Ricoh Co., Ltd. Realogram scene analysis of images: superpixel scene analysis
SG11201807291PA (en) * 2016-02-29 2018-09-27 Signpost Corp Information processing system
JP6508419B2 (en) * 2016-03-22 2019-05-08 日本電気株式会社 Image display apparatus, image display system, image display method and program
EP3454698B1 (en) * 2016-05-09 2024-04-17 Grabango Co. System and method for computer vision driven applications within an environment
US10474991B2 (en) * 2017-08-07 2019-11-12 Standard Cognition, Corp. Deep learning-based store realograms

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20130182114A1 (en) * 2012-01-17 2013-07-18 Objectvideo, Inc. System and method for monitoring a retail environment using video content analysis with depth sensing

Also Published As

Publication number Publication date
TWI779219B (en) 2022-10-01
JP7228671B2 (en) 2023-02-24
TW202013240A (en) 2020-04-01
JP2021533449A (en) 2021-12-02
EP3827391A1 (en) 2021-06-02
CA3107446A1 (en) 2020-01-30
WO2020023798A1 (en) 2020-01-30

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