SG11202009420RA - Driving state analysis method and apparatus, driver monitoring system and vehicle - Google Patents
Driving state analysis method and apparatus, driver monitoring system and vehicleInfo
- Publication number
- SG11202009420RA SG11202009420RA SG11202009420RA SG11202009420RA SG11202009420RA SG 11202009420R A SG11202009420R A SG 11202009420RA SG 11202009420R A SG11202009420R A SG 11202009420RA SG 11202009420R A SG11202009420R A SG 11202009420RA SG 11202009420R A SG11202009420R A SG 11202009420RA
- Authority
- SG
- Singapore
- Prior art keywords
- vehicle
- monitoring system
- analysis method
- driving state
- state analysis
- Prior art date
Links
- 238000004458 analytical method Methods 0.000 title 1
- 238000012544 monitoring process Methods 0.000 title 1
Classifications
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- 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
- G06V20/59—Context or environment of the image inside of a vehicle, e.g. relating to seat occupancy, driver state or inner lighting conditions
- G06V20/597—Recognising the driver's state or behaviour, e.g. attention or drowsiness
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60Q—ARRANGEMENT OF SIGNALLING OR LIGHTING DEVICES, THE MOUNTING OR SUPPORTING THEREOF OR CIRCUITS THEREFOR, FOR VEHICLES IN GENERAL
- B60Q9/00—Arrangement or adaptation of signal devices not provided for in one of main groups B60Q1/00 - B60Q7/00, e.g. haptic signalling
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/70—Determining position or orientation of objects or cameras
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
- G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
- G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
- G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
- G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
-
- 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
- G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
-
- 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
- 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
- G06V40/161—Detection; Localisation; Normalisation
-
- 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
- G06V40/168—Feature extraction; Face representation
- G06V40/171—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
-
- 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
- G06V40/18—Eye characteristics, e.g. of the iris
-
- 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
- G06V40/18—Eye characteristics, e.g. of the iris
- G06V40/19—Sensors therefor
-
- 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
- G06V40/28—Recognition of hand or arm movements, e.g. recognition of deaf sign language
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30196—Human being; Person
- G06T2207/30201—Face
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30248—Vehicle exterior or interior
- G06T2207/30268—Vehicle interior
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)
- Computer Vision & Pattern Recognition (AREA)
- Human Computer Interaction (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Computing Systems (AREA)
- Software Systems (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Data Mining & Analysis (AREA)
- Ophthalmology & Optometry (AREA)
- Mechanical Engineering (AREA)
- Molecular Biology (AREA)
- Biomedical Technology (AREA)
- Psychiatry (AREA)
- Biodiversity & Conservation Biology (AREA)
- Social Psychology (AREA)
- General Engineering & Computer Science (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Traffic Control Systems (AREA)
- Automation & Control Theory (AREA)
- Transportation (AREA)
- Mathematical Physics (AREA)
- Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
- Business, Economics & Management (AREA)
- Emergency Management (AREA)
- Computational Linguistics (AREA)
- Biophysics (AREA)
- Eye Examination Apparatus (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811224316.3A CN111079476B (en) | 2018-10-19 | 2018-10-19 | Driving state analysis method and device, driver monitoring system and vehicle |
PCT/CN2019/111932 WO2020078465A1 (en) | 2018-10-19 | 2019-10-18 | Method and device for driving state analysis, driver monitoring system and vehicle |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11202009420RA true SG11202009420RA (en) | 2020-10-29 |
Family
ID=70282873
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11202009420RA SG11202009420RA (en) | 2018-10-19 | 2019-10-18 | Driving state analysis method and apparatus, driver monitoring system and vehicle |
Country Status (6)
Country | Link |
---|---|
US (1) | US11386679B2 (en) |
JP (1) | JP2021516829A (en) |
KR (1) | KR102469234B1 (en) |
CN (1) | CN111079476B (en) |
SG (1) | SG11202009420RA (en) |
WO (1) | WO2020078465A1 (en) |
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WO2018033137A1 (en) * | 2016-08-19 | 2018-02-22 | 北京市商汤科技开发有限公司 | Method, apparatus, and electronic device for displaying service object in video image |
CN111626082A (en) * | 2019-02-28 | 2020-09-04 | 佳能株式会社 | Detection device and method, image processing device and system |
KR20210009596A (en) * | 2019-07-17 | 2021-01-27 | 엘지전자 주식회사 | Intelligent voice recognizing method, apparatus, and intelligent computing device |
JP7047821B2 (en) * | 2019-07-18 | 2022-04-05 | トヨタ自動車株式会社 | Driving support device |
JP7410681B2 (en) * | 2019-09-25 | 2024-01-10 | 株式会社Subaru | vehicle control system |
TWI805925B (en) * | 2020-06-05 | 2023-06-21 | 財團法人車輛研究測試中心 | Test method and test system for driver status monitor |
CN111695510A (en) * | 2020-06-12 | 2020-09-22 | 浙江工业大学 | Image-based fatigue detection method for computer operator |
CN111950371B (en) * | 2020-07-10 | 2023-05-19 | 上海淇毓信息科技有限公司 | Fatigue driving early warning method and device, electronic equipment and storage medium |
CN112070927A (en) * | 2020-08-28 | 2020-12-11 | 浙江省机电设计研究院有限公司 | Highway vehicle microscopic driving behavior analysis system and analysis method |
CN114495069A (en) * | 2020-10-27 | 2022-05-13 | 中车株洲电力机车研究所有限公司 | Method and system for monitoring driving state of driver |
CN112356839A (en) * | 2020-11-06 | 2021-02-12 | 广州小鹏自动驾驶科技有限公司 | Driving state monitoring method and system and automobile |
CN112754498B (en) * | 2021-01-11 | 2023-05-26 | 一汽解放汽车有限公司 | Driver fatigue detection method, device, equipment and storage medium |
FR3119145B1 (en) * | 2021-01-22 | 2023-10-27 | Renault Sas | Method for determining a level of distraction of a vehicle driver |
CN115082978A (en) * | 2021-03-10 | 2022-09-20 | 佳能株式会社 | Face posture detection device, method, image processing system and storage medium |
CN113436413A (en) * | 2021-05-25 | 2021-09-24 | 东风电驱动系统有限公司 | Fatigue driving early warning system and method |
CN113313019A (en) * | 2021-05-27 | 2021-08-27 | 展讯通信(天津)有限公司 | Distracted driving detection method, system and related equipment |
CN113298041B (en) * | 2021-06-21 | 2024-07-02 | 黑芝麻智能科技(上海)有限公司 | Method and system for calibrating distraction reference direction of driver |
CN113536967B (en) * | 2021-06-25 | 2023-05-30 | 武汉极目智能技术有限公司 | Driver state identification method and device based on head movement posture and eye opening and closing degree of driver, and electronic equipment |
CN113558621B (en) * | 2021-07-23 | 2023-08-01 | 福州数据技术研究院有限公司 | Method and system for detecting and reminding fatigue of driver |
CN113537115A (en) * | 2021-07-26 | 2021-10-22 | 东软睿驰汽车技术(沈阳)有限公司 | Method and device for acquiring driving state of driver and electronic equipment |
US12122392B2 (en) | 2021-08-24 | 2024-10-22 | Nvidia Corporation | Context-based state estimation |
US11830259B2 (en) * | 2021-08-24 | 2023-11-28 | Nvidia Corporation | Robust state estimation |
CN113642522B (en) * | 2021-09-01 | 2022-02-08 | 中国科学院自动化研究所 | Audio and video based fatigue state detection method and device |
CN115100634A (en) * | 2021-10-19 | 2022-09-23 | 长城汽车股份有限公司 | Driver distraction detection method and device, electronic equipment, storage medium and vehicle |
CN113795069B (en) * | 2021-11-18 | 2022-02-11 | 深圳市奥新科技有限公司 | Tunnel illumination control method and tunnel illumination system |
CN116615765A (en) * | 2021-12-13 | 2023-08-18 | 华为技术有限公司 | Driver state detection method, driver state detection device and storage medium |
CN114179831B (en) * | 2021-12-29 | 2023-02-17 | 吉林大学 | Man-machine steering switching control method based on driver distraction judgment |
CN114373280A (en) * | 2022-01-20 | 2022-04-19 | 一汽解放汽车有限公司 | Driving behavior monitoring system and monitoring method |
CN114680889A (en) * | 2022-03-08 | 2022-07-01 | 中国石油大学(北京) | Method and device for identifying unsafe behaviors of drilling operation personnel |
CN115311819B (en) * | 2022-10-10 | 2023-01-20 | 南京智慧交通信息股份有限公司 | Intelligent bus intelligent vehicle-mounted real-time warning system and method thereof |
WO2024180731A1 (en) * | 2023-03-01 | 2024-09-06 | 日産自動車株式会社 | Interior part control device and interior part control method |
CN116311181B (en) * | 2023-03-21 | 2023-09-12 | 重庆利龙中宝智能技术有限公司 | Method and system for rapidly detecting abnormal driving |
CN116469085B (en) * | 2023-03-30 | 2024-04-02 | 万联易达物流科技有限公司 | Monitoring method and system for risk driving behavior |
CN116749988A (en) * | 2023-06-20 | 2023-09-15 | 中国第一汽车股份有限公司 | Driver fatigue early warning method and device, electronic equipment and storage medium |
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EP1750236B1 (en) * | 2005-08-02 | 2008-01-23 | Delphi Technologies, Inc. | Method and device for controlling a driver assist system |
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KR101386823B1 (en) * | 2013-10-29 | 2014-04-17 | 김재철 | 2 level drowsy driving prevention apparatus through motion, face, eye,and mouth recognition |
CN104085396A (en) * | 2014-07-03 | 2014-10-08 | 上海纵目科技有限公司 | Panoramic lane departure warning method and system |
JP6235425B2 (en) * | 2014-07-07 | 2017-11-22 | 株式会社デンソーアイティーラボラトリ | Safety confirmation determination device and driving support device |
CN104599443B (en) * | 2015-01-12 | 2017-05-31 | 中设设计集团股份有限公司 | A kind of driving behavior early warning car-mounted terminal and its method for early warning based on information fusion |
CN105574487A (en) | 2015-11-26 | 2016-05-11 | 中国第一汽车股份有限公司 | Facial feature based driver attention state detection method |
FR3048544B1 (en) | 2016-03-01 | 2021-04-02 | Valeo Comfort & Driving Assistance | DEVICE AND METHOD FOR MONITORING A DRIVER OF A MOTOR VEHICLE |
WO2017208529A1 (en) * | 2016-06-02 | 2017-12-07 | オムロン株式会社 | Driver state estimation device, driver state estimation system, driver state estimation method, driver state estimation program, subject state estimation device, subject state estimation method, subject state estimation program, and recording medium |
JP2018133007A (en) * | 2017-02-16 | 2018-08-23 | いすゞ自動車株式会社 | Alarm apparatus |
US10948911B2 (en) * | 2017-10-31 | 2021-03-16 | Denso International America, Inc. | Co-pilot |
CN108021875A (en) * | 2017-11-27 | 2018-05-11 | 上海灵至科技有限公司 | A kind of vehicle driver's personalization fatigue monitoring and method for early warning |
CN108022451A (en) * | 2017-12-06 | 2018-05-11 | 驾玉科技(上海)有限公司 | A kind of driver status early warning based on high in the clouds reports and dissemination system |
CN108437999B (en) | 2018-03-20 | 2020-07-28 | 中国计量大学 | Attention auxiliary system |
-
2018
- 2018-10-19 CN CN201811224316.3A patent/CN111079476B/en active Active
-
2019
- 2019-10-18 KR KR1020207029610A patent/KR102469234B1/en active IP Right Grant
- 2019-10-18 WO PCT/CN2019/111932 patent/WO2020078465A1/en active Application Filing
- 2019-10-18 JP JP2020551931A patent/JP2021516829A/en active Pending
- 2019-10-18 SG SG11202009420RA patent/SG11202009420RA/en unknown
-
2020
- 2020-09-24 US US17/031,030 patent/US11386679B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
US20210004619A1 (en) | 2021-01-07 |
JP2021516829A (en) | 2021-07-08 |
US11386679B2 (en) | 2022-07-12 |
KR102469234B1 (en) | 2022-11-18 |
WO2020078465A1 (en) | 2020-04-23 |
CN111079476B (en) | 2024-03-26 |
CN111079476A (en) | 2020-04-28 |
KR20200131883A (en) | 2020-11-24 |
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