EP3794504A4 - Machine learning for home understanding and notification - Google Patents

Machine learning for home understanding and notification Download PDF

Info

Publication number
EP3794504A4
EP3794504A4 EP19803820.0A EP19803820A EP3794504A4 EP 3794504 A4 EP3794504 A4 EP 3794504A4 EP 19803820 A EP19803820 A EP 19803820A EP 3794504 A4 EP3794504 A4 EP 3794504A4
Authority
EP
European Patent Office
Prior art keywords
notification
machine learning
home
understanding
home understanding
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
EP19803820.0A
Other languages
German (de)
French (fr)
Other versions
EP3794504A1 (en
Inventor
Donald MADDEN
Allison Beach
Jennifer DOUGHTY
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.)
Alarm com Inc
Objectvideo Labs LLC
Original Assignee
Alarm com Inc
Objectvideo Labs LLC
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 Alarm com Inc, Objectvideo Labs LLC filed Critical Alarm com Inc
Publication of EP3794504A1 publication Critical patent/EP3794504A1/en
Publication of EP3794504A4 publication Critical patent/EP3794504A4/en
Pending 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
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06311—Scheduling, planning or task assignment for a person or group
    • G06Q10/063116—Schedule adjustment for a person or group
    • 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
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • G06Q10/06316—Sequencing of tasks or work
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L12/00—Data switching networks
    • H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
    • H04L12/2803—Home automation networks
    • H04L12/2823—Reporting information sensed by appliance or service execution status of appliance services in a home automation network
    • H04L12/2827—Reporting to a device within the home network; wherein the reception of the information reported automatically triggers the execution of a home appliance functionality
    • H04L12/2829—Reporting to a device within the home network; wherein the reception of the information reported automatically triggers the execution of a home appliance functionality involving user profiles according to which the execution of a home appliance functionality is automatically triggered
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G06F18/232—Non-hierarchical techniques
    • G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
    • G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06F18/24143—Distances to neighbourhood prototypes, e.g. restricted Coulomb energy networks [RCEN]
    • 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
    • G06V40/16—Human faces, e.g. facial parts, sketches or expressions
    • G06V40/172—Classification, e.g. identification
    • 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

Landscapes

  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • Engineering & Computer Science (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Economics (AREA)
  • Strategic Management (AREA)
  • Operations Research (AREA)
  • Physics & Mathematics (AREA)
  • Educational Administration (AREA)
  • Marketing (AREA)
  • Development Economics (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • Game Theory and Decision Science (AREA)
  • General Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Alarm Systems (AREA)
EP19803820.0A 2018-05-18 2019-05-20 Machine learning for home understanding and notification Pending EP3794504A4 (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201862673498P 2018-05-18 2018-05-18
US201862673548P 2018-05-18 2018-05-18
US201862673523P 2018-05-18 2018-05-18
PCT/US2019/033058 WO2019222725A1 (en) 2018-05-18 2019-05-20 Machine learning for home understanding and notification

Publications (2)

Publication Number Publication Date
EP3794504A1 EP3794504A1 (en) 2021-03-24
EP3794504A4 true EP3794504A4 (en) 2021-08-04

Family

ID=68541038

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19803820.0A Pending EP3794504A4 (en) 2018-05-18 2019-05-20 Machine learning for home understanding and notification

Country Status (4)

Country Link
EP (1) EP3794504A4 (en)
AU (1) AU2019270256A1 (en)
CA (1) CA3100879A1 (en)
WO (1) WO2019222725A1 (en)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11514717B2 (en) * 2020-06-03 2022-11-29 Apple Inc. Identifying objects within images from different sources
CN113674833B (en) * 2021-08-23 2024-02-06 成都拟合未来科技有限公司 Body-building video generation method, system, terminal and storage medium
US11587416B1 (en) * 2021-09-01 2023-02-21 Motorola Solutions, Inc. Dynamic video analytics rules based on human conversation
US11856592B2 (en) * 2021-10-27 2023-12-26 International Business Machines Corporation Multi-dimensional mapping and user cognitive profile based device control and channel assignment

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9942056B2 (en) * 2015-02-19 2018-04-10 Vivint, Inc. Methods and systems for automatically monitoring user activity

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8516514B2 (en) * 2009-10-15 2013-08-20 At&T Intellectual Property I, L.P. System and method to monitor a person in a residence
US9350951B1 (en) * 2011-11-22 2016-05-24 Scott Dallas Rowe Method for interactive training and analysis
US9762865B2 (en) * 2013-03-15 2017-09-12 James Carey Video identification and analytical recognition system
US20180075721A1 (en) * 2013-11-29 2018-03-15 Ian James Oliver Conditional separation alert system
US20180129742A1 (en) * 2016-11-10 2018-05-10 Qualcomm Incorporated Natural language object tracking

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9942056B2 (en) * 2015-02-19 2018-04-10 Vivint, Inc. Methods and systems for automatically monitoring user activity

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
BABIKER MOHANAD ET AL: "Automated daily human activity recognition for video surveillance using neural network", 2017 IEEE 4TH INTERNATIONAL CONFERENCE ON SMART INSTRUMENTATION, MEASUREMENT AND APPLICATION (ICSIMA), IEEE, 28 November 2017 (2017-11-28), pages 1 - 5, XP033328957, DOI: 10.1109/ICSIMA.2017.8312024 *
SHIAN-RU KE ET AL: "A Review on Video-Based Human Activity Recognition", COMPUTERS, vol. 2, no. 2, 5 June 2013 (2013-06-05), pages 88 - 131, XP055490051, DOI: 10.3390/computers2020088 *

Also Published As

Publication number Publication date
WO2019222725A1 (en) 2019-11-21
CA3100879A1 (en) 2019-11-21
AU2019270256A1 (en) 2020-12-03
EP3794504A1 (en) 2021-03-24

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