CA3110109A1 - Systems and methods for classifying driver behavior - Google Patents

Systems and methods for classifying driver behavior Download PDF

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Publication number
CA3110109A1
CA3110109A1 CA3110109A CA3110109A CA3110109A1 CA 3110109 A1 CA3110109 A1 CA 3110109A1 CA 3110109 A CA3110109 A CA 3110109A CA 3110109 A CA3110109 A CA 3110109A CA 3110109 A1 CA3110109 A1 CA 3110109A1
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data
event
vehicle
image data
feature
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French (fr)
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Hari Balakrishnan
Samuel Ross Madden
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Cambridge Mobile Telematics Inc
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Cambridge Mobile Telematics Inc
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/55Clustering; Classification
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • G06F16/284Relational databases
    • G06F16/285Clustering or classification
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/56Information retrieval; Database structures therefor; File system structures therefor of still image data having vectorial format
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/58Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/583Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Library & Information Science (AREA)
  • Computational Linguistics (AREA)
  • Traffic Control Systems (AREA)
  • Image Analysis (AREA)
CA3110109A 2018-09-04 2019-09-04 Systems and methods for classifying driver behavior Pending CA3110109A1 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862726916P 2018-09-04 2018-09-04
US62/726,916 2018-09-04
PCT/US2019/049418 WO2020051168A1 (en) 2018-09-04 2019-09-04 Systems and methods for classifying driver behavior

Publications (1)

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CA3110109A1 true CA3110109A1 (en) 2020-03-12

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CA3110109A Pending CA3110109A1 (en) 2018-09-04 2019-09-04 Systems and methods for classifying driver behavior

Country Status (9)

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US (2) US11315026B2 (https=)
EP (1) EP3847070A4 (https=)
JP (1) JP7499256B2 (https=)
AU (1) AU2019337091B2 (https=)
CA (1) CA3110109A1 (https=)
MX (1) MX2021002238A (https=)
SG (1) SG11202101641YA (https=)
WO (1) WO2020051168A1 (https=)
ZA (1) ZA202101299B (https=)

Families Citing this family (64)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10096067B1 (en) * 2014-01-24 2018-10-09 Allstate Insurance Company Reward system related to a vehicle-to-vehicle communication system
US11315026B2 (en) 2018-09-04 2022-04-26 Cambridge Mobile Telematics Inc. Systems and methods for classifying driver behavior
US11978074B2 (en) 2018-09-05 2024-05-07 Mastercard International Incorporated Driver monitoring system and method
US12330646B2 (en) 2018-10-18 2025-06-17 Autobrains Technologies Ltd Off road assistance
US12055408B2 (en) * 2019-03-28 2024-08-06 Autobrains Technologies Ltd Estimating a movement of a hybrid-behavior vehicle
US11488290B2 (en) 2019-03-31 2022-11-01 Cortica Ltd. Hybrid representation of a media unit
US10999374B2 (en) 2019-04-26 2021-05-04 Samsara Inc. Event detection system
US11787413B2 (en) 2019-04-26 2023-10-17 Samsara Inc. Baseline event detection system
US11494921B2 (en) * 2019-04-26 2022-11-08 Samsara Networks Inc. Machine-learned model based event detection
US11080568B2 (en) 2019-04-26 2021-08-03 Samsara Inc. Object-model based event detection system
WO2021168387A1 (en) 2020-02-21 2021-08-26 Calamp Corp. Technologies for driver behavior assessment
US12373892B1 (en) 2020-03-04 2025-07-29 State Farm Mutual Automobile Insurance Company Systems and methods for generating on-demand products responsive to real-time geolocation and telematics
US11675042B1 (en) 2020-03-18 2023-06-13 Samsara Inc. Systems and methods of remote object tracking
US12187289B1 (en) * 2020-04-07 2025-01-07 State Farm Mutual Automobile Insurance Company Systems and methods for generating refined risk models responsive to vehicle-based telematics data
US11190373B1 (en) 2020-05-01 2021-11-30 Samsara Inc. Vehicle gateway device and interactive graphical user interfaces associated therewith
US11479142B1 (en) 2020-05-01 2022-10-25 Samsara Inc. Estimated state of charge determination
US11900657B2 (en) * 2020-05-21 2024-02-13 Verizon Connect Development Limited System for automatic stop sign violation identification
US12049116B2 (en) 2020-09-30 2024-07-30 Autobrains Technologies Ltd Configuring an active suspension
US12142005B2 (en) 2020-10-13 2024-11-12 Autobrains Technologies Ltd Camera based distance measurements
CN116348935A (zh) * 2020-10-16 2023-06-27 格步计程车控股私人有限公司 用于预测未来超速的方法、电子装置及系统
US11679773B2 (en) * 2020-10-23 2023-06-20 ANI Technologies Private Limited Augmenting transport services using real-time event detection
US11341786B1 (en) 2020-11-13 2022-05-24 Samsara Inc. Dynamic delivery of vehicle event data
US11352013B1 (en) 2020-11-13 2022-06-07 Samsara Inc. Refining event triggers using machine learning model feedback
US11643102B1 (en) 2020-11-23 2023-05-09 Samsara Inc. Dash cam with artificial intelligence safety event detection
US11365980B1 (en) 2020-12-18 2022-06-21 Samsara Inc. Vehicle gateway device and interactive map graphical user interfaces associated therewith
US12257949B2 (en) 2021-01-25 2025-03-25 Autobrains Technologies Ltd Alerting on driving affecting signal
US11132853B1 (en) 2021-01-28 2021-09-28 Samsara Inc. Vehicle gateway device and interactive cohort graphical user interfaces associated therewith
US20240193960A1 (en) * 2021-04-22 2024-06-13 NetraDyne, Inc. Anomalous road signs
US11838884B1 (en) 2021-05-03 2023-12-05 Samsara Inc. Low power mode for cloud-connected on-vehicle gateway device
US11356605B1 (en) 2021-05-10 2022-06-07 Samsara Inc. Dual-stream video management
US11898865B1 (en) 2021-06-03 2024-02-13 Allstate Insurance Company Using context based machine learning for generation of customized driving outputs
US12511873B2 (en) 2021-06-07 2025-12-30 Cortica, Ltd. Isolating unique and representative patterns of a concept structure
US12139166B2 (en) 2021-06-07 2024-11-12 Autobrains Technologies Ltd Cabin preferences setting that is based on identification of one or more persons in the cabin
KR20230005779A (ko) 2021-07-01 2023-01-10 오토브레인즈 테크놀로지스 리미티드 차선 경계 감지
US12571922B2 (en) * 2021-07-20 2026-03-10 Cambridge Mobile Telematics Inc. Identifying unreliable global navigation satellite system (GNSS) data
EP4381477A4 (en) 2021-08-05 2025-06-11 Vinli, Inc. Normalizing and securely transmitting telematics data
EP4194300B1 (en) 2021-08-05 2026-01-28 Autobrains Technologies LTD. Providing a prediction of a radius of a motorcycle turn
US12293560B2 (en) 2021-10-26 2025-05-06 Autobrains Technologies Ltd Context based separation of on-/off-vehicle points of interest in videos
US20230267491A1 (en) * 2022-02-22 2023-08-24 BlueOwl, LLC Systems and methods for managing insurance
US12228944B1 (en) 2022-04-15 2025-02-18 Samsara Inc. Refining issue detection across a fleet of physical assets
US12426007B1 (en) 2022-04-29 2025-09-23 Samsara Inc. Power optimized geolocation
US12197610B2 (en) 2022-06-16 2025-01-14 Samsara Inc. Data privacy in driver monitoring system
US12445285B1 (en) 2022-06-23 2025-10-14 Samsara Inc. ID token monitoring system
US12479446B1 (en) 2022-07-20 2025-11-25 Samsara Inc. Driver identification using diverse driver assignment sources
US12511947B1 (en) 2022-09-19 2025-12-30 Samsara Inc. Image data download using a gateway device
US12269498B1 (en) 2022-09-21 2025-04-08 Samsara Inc. Vehicle speed management
US12306010B1 (en) 2022-09-21 2025-05-20 Samsara Inc. Resolving inconsistencies in vehicle guidance maps
US12344168B1 (en) 2022-09-27 2025-07-01 Samsara Inc. Systems and methods for dashcam installation
US12534097B1 (en) 2022-11-01 2026-01-27 Samsara Inc. Driver alerting and feedback
US12561624B1 (en) 2022-11-01 2026-02-24 Samsara Inc. Method and system to automate task assignment
US20240208537A1 (en) * 2022-12-23 2024-06-27 Toyota Motor North America, Inc. Driver modifications of improper actions
US12457480B2 (en) 2023-01-05 2025-10-28 GM Global Technology Operations LLC Methods to maintaining network quality of service for in-vehicle applications
US12126897B2 (en) 2023-01-24 2024-10-22 GM Global Technology Operations LLC Bandwidth saving for wireless camera using motion vectors
US12573093B2 (en) 2023-02-16 2026-03-10 GM Global Technology Operations LLC Object blurring on compressed videos
US12307779B2 (en) 2023-02-16 2025-05-20 GM Global Technology Operations LLC Vehicle video recording framework
US11936700B1 (en) * 2023-02-16 2024-03-19 GM Global Technology Operations LLC Vehicle video streaming system and method
US20250140110A1 (en) * 2023-10-27 2025-05-01 Geotab Inc. Systems for detecting rolling stops
GB2636754A (en) * 2023-12-20 2025-07-02 Continental Automotive Tech Gmbh A computer-implemented method for determining urgency in a driver of a vehicle
US12565143B1 (en) 2024-01-30 2026-03-03 Samsara Inc. Vehicle device with safety alert system
US12327445B1 (en) 2024-04-02 2025-06-10 Samsara Inc. Artificial intelligence inspection assistant
US12346712B1 (en) 2024-04-02 2025-07-01 Samsara Inc. Artificial intelligence application assistant
US12253617B1 (en) 2024-04-08 2025-03-18 Samsara Inc. Low power physical asset location determination
US12260616B1 (en) 2024-06-14 2025-03-25 Samsara Inc. Multi-task machine learning model for event detection
WO2026074744A1 (ja) * 2024-10-01 2026-04-09 パイオニア株式会社 情報処理装置、情報処理方法、及びプログラム

Family Cites Families (28)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090228172A1 (en) * 2008-03-05 2009-09-10 Gm Global Technology Operations, Inc. Vehicle-to-vehicle position awareness system and related operating method
US8416067B2 (en) 2008-09-09 2013-04-09 United Parcel Service Of America, Inc. Systems and methods for utilizing telematics data to improve fleet management operations
US9953468B2 (en) * 2011-03-31 2018-04-24 United Parcel Service Of America, Inc. Segmenting operational data
WO2012150591A2 (en) 2011-05-03 2012-11-08 Alon Atsmon Automatic content analysis method and system
US9037394B2 (en) 2012-05-22 2015-05-19 Hartford Fire Insurance Company System and method to determine an initial insurance policy benefit based on telematics data collected by a smartphone
US8457880B1 (en) 2012-11-28 2013-06-04 Cambridge Mobile Telematics Telematics using personal mobile devices
US20150053093A1 (en) 2013-08-21 2015-02-26 Peter Chung-Yuan Chang Combination Counter Top Toaster and Food Warmer
EP2887276A1 (en) * 2013-12-20 2015-06-24 Telefonica Digital España, S.L.U. Method for predicting reactiveness of users of mobile devices for mobile messaging
ES2812699T3 (es) 2014-04-29 2021-03-18 Discovery Ltd Sistema para obtener datos telemáticos de vehículo
US10599155B1 (en) * 2014-05-20 2020-03-24 State Farm Mutual Automobile Insurance Company Autonomous vehicle operation feature monitoring and evaluation of effectiveness
JP2016012675A (ja) 2014-06-30 2016-01-21 三星ディスプレイ株式會社Samsung Display Co.,Ltd. 有機電界発光素子用材料及びこれを用いた有機電界発光素子
JP6630521B2 (ja) 2014-12-26 2020-01-15 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 危険判定方法、危険判定装置、危険出力装置及び危険判定システム
US9836962B1 (en) * 2015-01-20 2017-12-05 State Farm Mutual Automobile Insurance Company Determining abnormal traffic conditions from a broadcast of telematics data originating from another vehicle
JP2017117005A (ja) 2015-12-21 2017-06-29 株式会社オートネットワーク技術研究所 事故通知システム、通知システム、車載通知装置及び事故通知方法
US10460600B2 (en) * 2016-01-11 2019-10-29 NetraDyne, Inc. Driver behavior monitoring
US10747234B1 (en) * 2016-01-22 2020-08-18 State Farm Mutual Automobile Insurance Company Method and system for enhancing the functionality of a vehicle
US10189479B2 (en) * 2016-04-06 2019-01-29 At&T Intellectual Property I, L.P. Methods and apparatus for vehicle operation analysis
US20170329332A1 (en) * 2016-05-10 2017-11-16 Uber Technologies, Inc. Control system to adjust operation of an autonomous vehicle based on a probability of interference by a dynamic object
TWI597203B (zh) 2016-07-22 2017-09-01 張瑞龍 油壓式時差煞車裝置(二)
US10611379B2 (en) * 2016-08-16 2020-04-07 Toyota Jidosha Kabushiki Kaisha Integrative cognition of driver behavior
US10037635B2 (en) 2016-08-30 2018-07-31 Allstate Insurance Company Vehicle mode detection systems
WO2018046102A1 (en) 2016-09-10 2018-03-15 Swiss Reinsurance Company Ltd. Automated, telematics-based system with score-driven triggering and operation of automated sharing economy risk-transfer systems and corresponding method thereof
JP6778626B2 (ja) 2017-02-01 2020-11-04 株式会社デンソーテン 運転情報記録装置、運転情報表示処理システム、運転情報記録方法、表示処理方法、及び、プログラム
US10262471B2 (en) * 2017-05-23 2019-04-16 Uber Technologies, Inc. Autonomous vehicle degradation level monitoring
ES2736901A1 (es) 2018-06-29 2020-01-08 Geotab Inc Caracterización de una colisión de vehículo
US11315026B2 (en) 2018-09-04 2022-04-26 Cambridge Mobile Telematics Inc. Systems and methods for classifying driver behavior
US10685248B1 (en) 2019-05-30 2020-06-16 Moj.Io, Inc. Computing system with driver behavior detection mechanism and method of operation thereof
US10785604B1 (en) 2019-07-26 2020-09-22 Allstate Insurance Company Multi-computer processing system for dynamically executing response actions based on movement data

Also Published As

Publication number Publication date
JP2021536648A (ja) 2021-12-27
US12561585B2 (en) 2026-02-24
BR112021003944A2 (pt) 2021-05-18
AU2019337091A1 (en) 2021-03-11
SG11202101641YA (en) 2021-03-30
MX2021002238A (es) 2021-08-11
EP3847070A4 (en) 2021-11-10
WO2020051168A1 (en) 2020-03-12
ZA202101299B (en) 2022-10-26
AU2019337091B2 (en) 2025-04-03
US20220327406A1 (en) 2022-10-13
JP7499256B2 (ja) 2024-06-13
EP3847070A1 (en) 2021-07-14
US20200074326A1 (en) 2020-03-05
US11315026B2 (en) 2022-04-26

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