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1. WO2019222725 - MACHINE LEARNING FOR HOME UNDERSTANDING AND NOTIFICATION

Publication Number WO/2019/222725
Publication Date 21.11.2019
International Application No. PCT/US2019/033058
International Filing Date 20.05.2019
IPC
G06K 9/20 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
20Image acquisition
G06K 9/64 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
62Methods or arrangements for recognition using electronic means
64using simultaneous comparisons or correlations of the image signals with a plurality of references, e.g. resistor matrix
G06K 9/78 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
78Combination of image acquisition and recognition functions
CPC
G06K 9/6223
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
62Methods or arrangements for recognition using electronic means
6217Design or setup of recognition systems and techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
6218Clustering techniques
622Non-hierarchical partitioning techniques
6221based on statistics
6223with a fixed number of clusters, e.g. K-means clustering
G06K 9/6274
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
62Methods or arrangements for recognition using electronic means
6267Classification techniques
6268relating to the classification paradigm, e.g. parametric or non-parametric approaches
627based on distances between the pattern to be recognised and training or reference patterns
6271based on distances to prototypes
6274based on distances to neighbourhood prototypes, e.g. Restricted Coulomb Energy Networks
G06Q 10/063116
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
10Administration; Management
06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
063Operations research or analysis
0631Resource planning, allocation or scheduling for a business operation
06311Scheduling, planning or task assignment for a person or group
063116Schedule adjustment for a person or group
G06Q 10/06316
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
10Administration; Management
06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
063Operations research or analysis
0631Resource planning, allocation or scheduling for a business operation
06316Sequencing of tasks or work
G06V 20/52
G06V 40/172
Applicants
  • ALARM.COM INCORPORATED [US]/[US]
  • OBJECTVIDEO LABS, LLC [US]/[US]
Inventors
  • MADDEN, Donald
  • BEACH, Allison
  • DOUGHTY, Jennifer
Agents
  • MA, Christopher
  • MONALDO, Jeremy
Priority Data
62/673,49818.05.2018US
62/673,52318.05.2018US
62/673,54818.05.2018US
Publication Language English (en)
Filing Language English (EN)
Designated States
Title
(EN) MACHINE LEARNING FOR HOME UNDERSTANDING AND NOTIFICATION
(FR) APPRENTISSAGE AUTOMATIQUE DESTINÉ À UNE COMPRÉHENSION ET UNE NOTIFICATION DOMESTIQUES
Abstract
(EN) Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for machine learning for home understanding and notification. In one aspect, a method includes obtaining reference videos from a camera within a premises of a home, determining, from the reference videos, timing of actions in a routine that a particular person performs before leaving the home, determining from a sample video from the camera within the home that the particular person appears to be out of sync in performing a particular action based on the timing of actions in the routine determined from the reference videos, and in response, providing a notification to the particular person.
(FR) L'invention concerne des procédés, des systèmes et un appareil, y compris des programmes informatiques codés sur un support d'informations informatique, permettant un apprentissage automatique destiné à la compréhension et la notification domestiques. Selon un aspect, un procédé consiste à obtenir des vidéos de référence en provenance d'une caméra à l'intérieur d'un local d'une maison, à déterminer, à partir des vidéos de référence, la synchronisation d'actions dans une routine qu'une personne en particulier effectue avant de quitter la maison, à déterminer à partir d'une vidéo échantillon provenant de la caméra à l'intérieur de la maison que la personne en particulier semble être hors de synchronisation lors de la réalisation d'une action particulière en fonction de la synchronisation d'actions dans la routine déterminée à partir des vidéos de référence et, en réponse, à fournir une notification à la personne en particulier.
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