EP3827392A4 - Realtime inventory tracking using deep learning - Google Patents

Realtime inventory tracking using deep learning Download PDF

Info

Publication number
EP3827392A4
EP3827392A4 EP19841054.0A EP19841054A EP3827392A4 EP 3827392 A4 EP3827392 A4 EP 3827392A4 EP 19841054 A EP19841054 A EP 19841054A EP 3827392 A4 EP3827392 A4 EP 3827392A4
Authority
EP
European Patent Office
Prior art keywords
real
deep learning
inventory tracking
time inventory
time
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Withdrawn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
EP19841054.0A
Other languages
German (de)
English (en)
French (fr)
Other versions
EP3827392A1 (en
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 EP3827392A1 publication Critical patent/EP3827392A1/en
Publication of EP3827392A4 publication Critical patent/EP3827392A4/en
Withdrawn legal-status Critical Current

Links

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)
EP19841054.0A 2018-07-26 2019-07-25 Realtime inventory tracking using deep learning Withdrawn EP3827392A4 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862703785P 2018-07-26 2018-07-26
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 (2)

Publication Number Publication Date
EP3827392A1 EP3827392A1 (en) 2021-06-02
EP3827392A4 true EP3827392A4 (en) 2022-03-30

Family

ID=69181936

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19841054.0A Withdrawn EP3827392A4 (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=)

Families Citing this family (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150029339A1 (en) * 2013-07-25 2015-01-29 Ncr Corporation Whole Store Scanner
US20170323376A1 (en) * 2016-05-09 2017-11-09 Grabango Co. System and method for computer vision driven applications within an environment
US20180165733A1 (en) * 2012-05-03 2018-06-14 Stoplift, Inc. Notification system and methods for use in retail environments

Family Cites Families (8)

* Cited by examiner, † Cited by third party
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
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
US10813477B2 (en) 2016-03-22 2020-10-27 Nec Corporation Image display device, image display system, image display method, and program

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20180165733A1 (en) * 2012-05-03 2018-06-14 Stoplift, Inc. Notification system and methods for use in retail environments
US20150029339A1 (en) * 2013-07-25 2015-01-29 Ncr Corporation Whole Store Scanner
US20170323376A1 (en) * 2016-05-09 2017-11-09 Grabango Co. System and method for computer vision driven applications within an environment

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of WO2020023795A1 *

Also Published As

Publication number Publication date
JP2021531595A (ja) 2021-11-18
JP7228670B2 (ja) 2023-02-24
CA3107485A1 (en) 2020-01-30
WO2020023795A1 (en) 2020-01-30
EP3827392A1 (en) 2021-06-02

Similar Documents

Publication Publication Date Title
EP3827392A4 (en) Realtime inventory tracking using deep learning
EP3890591C0 (en) AUTOMATED IMAGE-BASED SKIN DIAGNOSTICS USING DEEP LEARNING
EP3724841C0 (en) PROVIDING NETWORK ACCESS USING BLOCKCHAIN PAYMENTS
EP3487583C0 (en) AUTOMATIC ULTRASONIC FOCUSING USING REFLECTIONS.
EP3797386A4 (en) DEEPER LEARNING SYSTEM
EP3732628C0 (en) LEARNING DATA AUGMENTATION POLICIES
EP3844870A4 (en) Asset tracker
EP3718247A4 (en) SINGLE SIGNATURE SOLUTION USING A CHAIN OF BLOCKS
EP3665649A4 (en) SUBJECT IDENTIFICATION AND TRACKING USING IMAGE RECOGNITION
IL271093B (en) Deep learning-based variant classifier
EP3766004A4 (en) FACIAL EXPRESSIONS OBTAINED FROM EYE-TRACKING CAMERAS
EP3412092C0 (en) SCHEDULING TRANSMISSION TIME INTERVALS
EP3996463C0 (en) MULTI-STAGE SIDELINK ORDERING INFORMATION
EP3867709C0 (en) SMART THERMOSTAT CONCENTRATOR
EP4065442A4 (en) HEIGHT ESTIMATION USING SENSOR DATA
EP3520068A4 (en) PERSONALIZATION OF EXERCISE RECOMMENDATIONS
EP3782457C0 (en) PLANT CULTIVATION METHOD USING ULTRAVIOLET RADIATION
EP3387550A4 (en) DATA-CONTROLLED AUTOMATED DEPLOYMENT OF TELECOMMUNICATIONS APPLICATIONS
EP3920797A4 (en) 3d environment risks identification utilizing reinforced learning
EP3555800A4 (en) ROUTE DETECTION USING TRAFFIC SIGN INFORMATION
EP3533036A4 (en) ACCESS CONTROL SYSTEM AND METHOD USING ULTRASONIC TECHNOLOGY
EP4117324C0 (en) SYSTEM FOR CONTROLLING TRANSMISSION BY MEANS OF BAR CODE INFORMATION
EP3682356A4 (en) EFFECTIVE HANDS-FREE INTERACTION USING BIOMETRIC DATA
EP3861529A4 (en) Depth sensing using grid light patterns
EP3695367A4 (en) INFORMATION ENRICHMENT USING GLOBAL STRUCTURAL LEARNING

Legal Events

Date Code Title Description
STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE

PUAI Public reference made under article 153(3) epc to a published international application that has entered the european phase

Free format text: ORIGINAL CODE: 0009012

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE

17P Request for examination filed

Effective date: 20210224

AK Designated contracting states

Kind code of ref document: A1

Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR

DAV Request for validation of the european patent (deleted)
DAX Request for extension of the european patent (deleted)
A4 Supplementary search report drawn up and despatched

Effective date: 20220225

RIC1 Information provided on ipc code assigned before grant

Ipc: G06N 5/00 20060101ALI20220221BHEP

Ipc: G06N 3/04 20060101ALI20220221BHEP

Ipc: G06V 20/52 20220101ALI20220221BHEP

Ipc: G06K 9/00 20060101ALI20220221BHEP

Ipc: G06T 7/20 20170101ALI20220221BHEP

Ipc: G06T 7/70 20170101ALI20220221BHEP

Ipc: G06N 3/08 20060101ALI20220221BHEP

Ipc: G06Q 30/06 20120101ALI20220221BHEP

Ipc: G06Q 10/08 20120101AFI20220221BHEP

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE APPLICATION HAS BEEN WITHDRAWN

18W Application withdrawn

Effective date: 20230926