WO2006029506A1 - Method and apparatus for generating an indication of a level of vigilance of an individual - Google Patents

Method and apparatus for generating an indication of a level of vigilance of an individual Download PDF

Info

Publication number
WO2006029506A1
WO2006029506A1 PCT/CA2005/001372 CA2005001372W WO2006029506A1 WO 2006029506 A1 WO2006029506 A1 WO 2006029506A1 CA 2005001372 W CA2005001372 W CA 2005001372W WO 2006029506 A1 WO2006029506 A1 WO 2006029506A1
Authority
WO
WIPO (PCT)
Prior art keywords
vigilance
indication
level
gaze
individual
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.)
Ceased
Application number
PCT/CA2005/001372
Other languages
English (en)
French (fr)
Inventor
Bruno Farbos
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.)
BIOCOGNISAFE
Original Assignee
BIOCOGNISAFE
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 BIOCOGNISAFE filed Critical BIOCOGNISAFE
Priority to AT05779510T priority Critical patent/ATE437605T1/de
Priority to DE200560015738 priority patent/DE602005015738D1/de
Priority to BRPI0515251-8A priority patent/BRPI0515251A/pt
Priority to CA2578226A priority patent/CA2578226C/en
Priority to AU2005284627A priority patent/AU2005284627A1/en
Priority to EP05779510A priority patent/EP1799106B1/en
Priority to JP2007530557A priority patent/JP4845886B2/ja
Publication of WO2006029506A1 publication Critical patent/WO2006029506A1/en
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/113Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for determining or recording eye movement
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/16Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
    • A61B5/163Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state by tracking eye movement, gaze, or pupil change
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/16Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
    • A61B5/18Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state for vehicle drivers or machine operators
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60KARRANGEMENT OR MOUNTING OF PROPULSION UNITS OR OF TRANSMISSIONS IN VEHICLES; ARRANGEMENT OR MOUNTING OF PLURAL DIVERSE PRIME-MOVERS IN VEHICLES; AUXILIARY DRIVES FOR VEHICLES; INSTRUMENTATION OR DASHBOARDS FOR VEHICLES; ARRANGEMENTS IN CONNECTION WITH COOLING, AIR INTAKE, GAS EXHAUST OR FUEL SUPPLY OF PROPULSION UNITS IN VEHICLES
    • B60K28/00Safety devices for propulsion-unit control, specially adapted for, or arranged in, vehicles, e.g. preventing fuel supply or ignition in the event of potentially dangerous conditions
    • B60K28/02Safety devices for propulsion-unit control, specially adapted for, or arranged in, vehicles, e.g. preventing fuel supply or ignition in the event of potentially dangerous conditions responsive to conditions relating to the driver
    • B60K28/06Safety devices for propulsion-unit control, specially adapted for, or arranged in, vehicles, e.g. preventing fuel supply or ignition in the event of potentially dangerous conditions responsive to conditions relating to the driver responsive to incapacity of driver
    • B60K28/066Safety devices for propulsion-unit control, specially adapted for, or arranged in, vehicles, e.g. preventing fuel supply or ignition in the event of potentially dangerous conditions responsive to conditions relating to the driver responsive to incapacity of driver actuating a signalling device
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/59Context or environment of the image inside of a vehicle, e.g. relating to seat occupancy, driver state or inner lighting conditions
    • G06V20/597Recognising the driver's state or behaviour, e.g. attention or drowsiness
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/18Eye characteristics, e.g. of the iris
    • G06V40/19Sensors therefor
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • G08B21/02Alarms for ensuring the safety of persons
    • G08B21/06Alarms for ensuring the safety of persons indicating a condition of sleep, e.g. anti-dozing alarms

Definitions

  • This invention relates to the field of cognitive systems. More precisely, this invention pertains to the field of detecting a level of vigilance of an individual.
  • EEG Electroencephalogram
  • an apparatus for generating an indication of a level of vigilance of an individual comprising a gaze acquisition unit providing a gaze data stream of at least one eye of the individual, a processing unit receiving the gaze data stream and using the gaze data stream to determine the indication of the level of vigilance and a data providing unit receiving and providing the indication of the level of vigilance.
  • a method for generating an indication of a level of vigilance of an individual comprising acquiring a plurality of gaze directions of the individual, analyzing the acquired plurality of gaze directions of the individual to determine a gaze pattern and generating an indication of the level of vigilance using the gaze pattern.
  • a method for predicting drowsiness of an individual comprising acquiring a plurality of gaze 'directions of the individual, analyzing the acquired plurality of gaze directions of the individual to determine a gaze pattern, generating an indication of the level of vigilance using the gaze pattern and providing an indication of drowsiness of the individual using the indication of said level of vigilance.
  • Fig. 1 is a block diagram showing an embodiment of an apparatus which uses an indication of a level of vigilance of an individual;
  • Fig. 2 is a flowchart showing an embodiment wherein an action is performed according to an indication of a level of vigilance
  • Fig. 3 is a flowchart showing how a plurality of gaze directions of an individual is acquired
  • Fig. 4 is a flowchart showing how the plurality of gaze directions of the individual is analyzed in order to provide a gaze pattern
  • Fig. 5 is a flowchart showing how an indication of a level of vigilance is generated using the pattern. - A -
  • drowsiness also referred to as sleepiness
  • sleepiness may be found in Santamaria and Chiappa "The EEG of Drowsiness in Normal Adults" Journal of Clinical Neurophysiology", 4, 4, 1987, pp327-379. Sleepiness is also referred to as "level 0.5” by Wright in “Vigilance on the civil flight deck: Incidence of sleepiness and sleep during long-haul flights and associated changes in physiological parameters” Ergonomics, 44, 1, 82 (25p) . While each of the two last references discloses a definition of sleepiness, it should be understood that the definition of "sleepiness” should not be limited to these definitions and the skilled addressee will appreciate that other definitions of sleepiness may be found in the pertinent literature. This description is intended to encompass all such definitions.
  • FIG. 1 there is shown an embodiment of an apparatus 8 which uses an indication of a level of vigilance of an individual.
  • the apparatus 8 comprises an image acquisition unit 10 which is an embodiment of a gaze acquisition unit, a processing unit 12, a data providing unit 14, a user interface 16 and a memory unit 18.
  • the image acquisition unit 10 is adapted to provide an image data stream signal which is an embodiment of a gaze data stream.
  • the image data stream signal comprises a plurality of timely-spaced images of an individual. More precisely, the timely-spaced images comprise at least the eyes of the individual. It has been contemplated that the timely-spaced images may comprise images of only one of the eyes of the individual.
  • the image acquisition unit 10 is a digital black and white image acquisition unit further having infra-red sensors in order to detect the eyes of the individual by day or night.
  • the image acquisition unit 10 preferably provides a resulting image which results from the subtraction of a bright image from a dark image.
  • the processing unit 12 is adapted to provide an indication of a level of vigilance of the individual using the image data stream signal provided by the image acquisition unit 10 and further using a data signal to retrieve provided by the memory unit 18.
  • the processing unit 12 is further adapted to provide a data signal to store to the memory unit 18.
  • the processing unit 12 is selected from the group consisting of field programmable gate arrays (FPGA), processors, microcontrollers, dedicated circuits or the like.
  • the data providing unit 14 r-eceives the indication of a level of vigilance and provides a detection signal to provide to the user interface 16.
  • the user interface 16 is adapted to provide a signal to an individual (or to another entity as discussed below) according to the detection signal to provide to the user interface 16.
  • the signal may be a sensorial data which is selected from a group consisting of visual signals, acoustic signals, stimulation signals and motion signals.
  • the user interface 16 may therefore comprise for instance a sound providing unit, a display unit, a motion providing unit, a cell phone, etc.
  • existing user interfaces providing information to the individual such as LCD screen display in car, car navigation console, etc may be advantageously used in order to provide the signal to the individual.
  • the memory unit 18 is adapted for storing a data signal to store and further to provide the data signal to retrieve as explained below. ,
  • FIG. 2 there is shown how an action is performed according to a generated indication of a level of vigilance. s
  • a plurality of gaze directions of the individual is acquired.
  • the plurality of gaze directions is acquired using the image acquisition unit 10.
  • FIG. 3 there is shown how the plurality of gaze directions of the individual is acquired.
  • an image is acquired with an indication of a temporal location.
  • the image is acquired using the image acquisition unit 10.
  • the image acquired is preferably the resulting image from a subtraction of a bright image (in which the pupil of an eye will be white) of the individual from a dark image of the individual (in which the pupil of the eye of the individual will be black) .
  • a bright image in which the pupil of an eye will be white
  • a dark image of the individual in which the pupil of the eye of the individual will be black
  • the position of the eyes, relative to the individual ' s head is detected in the acquired image.
  • the position of the eyes of the individual is detected by the processing unit 12. More precisely, the position of the eyes is detected using a Kalman algorithm for detecting the pupil of the eye as disclosed in "Lips and face real time tracker", Conference on computer vision and pattern recognition, by Olivier, Pentland and Berard in Puerto Rico, June 1997, pp 123-129. It should be appreciated that upon detection of the position of the eyes, an X coordinate and a Y coordinate are associated to each eye for identifying uniquely the position of each eye.
  • step 34 the position of the eyes is provided with the corresponding indication of a temporal location.
  • the position of the eyes is provided in a memory not shown in Figure 1.
  • the acquired plurality of gaze directions of the individual is analyzed to provide a gaze pattern.
  • FIG. 4 there is shown how the acquired plurality of gaze directions of the individual is analyzed.
  • step 40 the position of the eyes in the image is provided with the time indication.
  • an eye fixation position is determined using the position of the eyes and the time indication.
  • the eye fixation position is determined using the processing unit 12.
  • a moving frequency between two eye positions is determined using the processing unit 12.
  • a gaze pattern is created using the determined eye fixation and the determined moving frequency.
  • an indication of a level of vigilance is generated using the created gaze pattern.
  • Fig. 5 there is shown how the indication of a level of vigilance is generated using the created pattern.
  • the created pattern is compared to existing patterns.
  • a plurality of existing patterns is stored in the memory unit 18.
  • Each existing patterns is related to a level of vigilance.
  • the amount of alpha frequencies which may be measured using an EEG
  • the eye fixation position is concentrated roughly in one point and a reduction in saccade length is observed.
  • the eyes fixation positions become more structured, the frequency of the eye fixation decreases while the duration of an eye fixation position increases. It is therefore possible to relate a level of vigilance of the individual to a workload allocated to the individual and further to the gaze pattern of the individual.
  • an indication of a level of vigilance is determined using the result of the comparison of the gaze pattern of the individual with the plurality of existing patterns.
  • the indication of a level of vigilance is determined using the processing unit 12. More precisely, the level of vigilance is selected using the corresponding level of vigilance for each of the existing patterns which are found to be close, as a result to the comparison performed in step 50, to the existing pattern for the individual.
  • An interpolation may be performed using more than one corresponding level of vigilance.
  • an indication of a level of vigilance for the individual is provided, it should be also understood by the skilled addressee that an indication of a variation of the level of vigilance for the individual may also be provided. Also the skilled addressee will appreciate that the indication of a level vigilance is preferably provided together with an indication of a corresponding temporal location which is not shown in Fig. 1 for clarity purposes.
  • the determined indication of a level of vigilance is provided to the data providing unit. It should be also understood that the determined indication of a level of vigilance may also be provided to the memory unit 18 with a corresponding gaze data stream pattern.
  • an action is performed according to the generated indication of a level of vigilance.
  • the action depends on various criteria such as an application sought, a level of vigilance, a variation in the level of vigilance, etc.
  • a first given threshold may be provided for a level of vigilance or a second given threshold may be provided for a variation of the level of vigilance.
  • an information signal may be provided in the case where the variation in the level of vigilance reaches the second given threshold or when the indication of a level of vigilance becomes lower than the first given threshold.
  • the information signal may comprise an alarm signal.
  • the action is performed via the user interface 16 of the individual. Alternatively, the action may be performed at a remote location.
  • the apparatus for generating an indication of a level of vigilance of the individual comprises a gaze acquisition unit providing a gaze data stream of at least one eye of said individual, a processing unit receiving and using the provided gaze data stream to generate an indication of the level of vigilance and a data providing unit receiving and providing the indication of the level of vigilance.
  • the gaze acquisition unit is preferably an image acquisition unit.
  • the processing unit is using the received gaze data stream over time with a formulae in order to generate the indication of the level of vigilance. Such formulae is disclosed in "A new method for describing search patterns and quantifying visual load using eye movement data" by Chia-Fen Chi and Fang- Tsan Lin, International Journal of Industrial Ergonomics 19 (1997) 249-257, hereby incorporated by reference.
  • Such method and apparatus enable the detection of early stages of drowsiness (sleep stages); i.e., enable the prediction of drowsiness. Enabling such prediction is of great advantage as proper measures may be implemented in order to avoid potential fatal errors that may happen in later stages of drowsiness.
  • the method and apparatus may also be used in order to monitor an evolution in time of a level of vigilance and may therefore be used in order to provide information indicative of remaining cognitive resources of the individual. The information indicative of the remaining cognitive resources may then be related to an indication of a risk of incident/accident. It should be then understood that various alert signals may then be provided to the individual.
  • the individual may also receive information/suggestions suitable to the indication of vigilance such as stopping a car for instance. Also an operator may also receive the information concerning the individual in order take necessary measures at a larger scale.
  • the data providing unit 14 provides a detection signal to the user interface 16
  • the detection signal may be provided to a remote location using at least one of a body area network (BAN) , a local area network (LAN) , a metropolitan area network (MAN) and a wide area network (WAN) .
  • BAN body area network
  • LAN local area network
  • MAN metropolitan area network
  • WAN wide area network
  • the preferred embodiments are provided by a combination of hardware and software components, with some components being implemented by a given function or operation of a hardware or software system, and many of the data paths illustrated being implemented by data communication within a computer application or operating system. The structure illustrated is thus provided for efficiency of teaching the present preferred embodiment.
  • the present invention can be carried out as a method, can be embodied in a system, a computer readable medium or an electrical or electro- magnetical signal.

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Animal Behavior & Ethology (AREA)
  • Veterinary Medicine (AREA)
  • Public Health (AREA)
  • Surgery (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Medical Informatics (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Human Computer Interaction (AREA)
  • Theoretical Computer Science (AREA)
  • Multimedia (AREA)
  • Ophthalmology & Optometry (AREA)
  • Child & Adolescent Psychology (AREA)
  • Pathology (AREA)
  • Psychology (AREA)
  • Developmental Disabilities (AREA)
  • Educational Technology (AREA)
  • Social Psychology (AREA)
  • Hospice & Palliative Care (AREA)
  • Psychiatry (AREA)
  • Chemical & Material Sciences (AREA)
  • Business, Economics & Management (AREA)
  • Emergency Management (AREA)
  • Mechanical Engineering (AREA)
  • Transportation (AREA)
  • Combustion & Propulsion (AREA)
  • Eye Examination Apparatus (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
  • Road Signs Or Road Markings (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Manufacture, Treatment Of Glass Fibers (AREA)
PCT/CA2005/001372 2004-09-13 2005-09-08 Method and apparatus for generating an indication of a level of vigilance of an individual Ceased WO2006029506A1 (en)

Priority Applications (7)

Application Number Priority Date Filing Date Title
AT05779510T ATE437605T1 (de) 2004-09-13 2005-09-08 Verfahren zur erzeugung einer anzeige der vigilanz einer person
DE200560015738 DE602005015738D1 (de) 2004-09-13 2005-09-08 Verfahren zur erzeugung einer anzeige der vigilanz einer person
BRPI0515251-8A BRPI0515251A (pt) 2004-09-13 2005-09-08 método e aparelho para a geração de uma indicação de um nìvel de vigiláncia de um indivìduo
CA2578226A CA2578226C (en) 2004-09-13 2005-09-08 Method and apparatus for generating an indication of a level of vigilance of an individual
AU2005284627A AU2005284627A1 (en) 2004-09-13 2005-09-08 Method and apparatus for generating an indication of a level of vigilance of an individual
EP05779510A EP1799106B1 (en) 2004-09-13 2005-09-08 Method for generating an indication of a level of vigilance of an individual
JP2007530557A JP4845886B2 (ja) 2004-09-13 2005-09-08 個人の警戒レベルの指示を生成するための方法及び装置

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US10/938,663 US7435227B2 (en) 2004-09-13 2004-09-13 Method and apparatus for generating an indication of a level of vigilance of an individual
US10/938,663 2004-09-13

Publications (1)

Publication Number Publication Date
WO2006029506A1 true WO2006029506A1 (en) 2006-03-23

Family

ID=36033311

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CA2005/001372 Ceased WO2006029506A1 (en) 2004-09-13 2005-09-08 Method and apparatus for generating an indication of a level of vigilance of an individual

Country Status (10)

Country Link
US (1) US7435227B2 (enExample)
EP (1) EP1799106B1 (enExample)
JP (1) JP4845886B2 (enExample)
CN (1) CN101035463A (enExample)
AT (1) ATE437605T1 (enExample)
AU (1) AU2005284627A1 (enExample)
BR (1) BRPI0515251A (enExample)
CA (1) CA2578226C (enExample)
DE (1) DE602005015738D1 (enExample)
WO (1) WO2006029506A1 (enExample)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103340637A (zh) * 2013-06-06 2013-10-09 同济大学 基于眼动与脑电融合的驾驶员警觉度智能监控系统及方法

Families Citing this family (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7918807B2 (en) * 2005-08-17 2011-04-05 General Electric Company System, method and computer instructions for assessing alertness of an operator of an image review system
US20090089108A1 (en) * 2007-09-27 2009-04-02 Robert Lee Angell Method and apparatus for automatically identifying potentially unsafe work conditions to predict and prevent the occurrence of workplace accidents
AU2009236301A1 (en) * 2008-04-14 2009-10-22 The Johns Hopkins University Systems and methods for testing vestibular and oculomotor function
US8570176B2 (en) * 2008-05-28 2013-10-29 7352867 Canada Inc. Method and device for the detection of microsleep events
FR3034215B1 (fr) * 2015-03-27 2018-06-15 Valeo Comfort And Driving Assistance Procede de commande, dispositif de commande, systeme et vehicule automobile comprenant un tel dispositif de commande
EP3075315B1 (en) * 2015-04-02 2024-02-07 Essilor International System and computer-implemented method for monitoring the visual behavior of a person
US9798385B1 (en) * 2016-05-31 2017-10-24 Paypal, Inc. User physical attribute based device and content management system
US10037080B2 (en) 2016-05-31 2018-07-31 Paypal, Inc. User physical attribute based device and content management system
DE102018209717B4 (de) * 2018-06-15 2025-03-20 Siemens Healthineers Ag Verfahren zur Steuerung des Betriebs einer Medizintechnikeinrichtung, Medizintechnikeinrichtung, Computerprogramm und elektronisch lesbarer Datenträger
US20200135315A1 (en) * 2018-10-31 2020-04-30 Waste Repurposing International, Inc. Unsaleable Pharmaceutical Item Handling and Disposal Systems, Methods, and Devices
US11661195B2 (en) * 2019-03-13 2023-05-30 Federal Express Corporation Mitigating operational risk in aircraft
SE544806C2 (en) 2020-04-09 2022-11-22 Tobii Ab Driver alertness detection method, device and system
WO2022055383A1 (en) 2020-09-11 2022-03-17 Harman Becker Automotive Systems Gmbh System and method for determining cognitive demand
EP3984449B1 (en) 2020-10-19 2023-09-13 Harman Becker Automotive Systems GmbH System and method for determining heart beat features
US20240260872A1 (en) 2021-05-28 2024-08-08 Harman International Industries, Incorporated System and method for quantifying a mental state
CN116151697B (zh) * 2023-04-24 2023-07-21 之江实验室 基于动态时间压力的长航时作业人机交互方法和装置

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6542081B2 (en) * 1996-08-19 2003-04-01 William C. Torch System and method for monitoring eye movement

Family Cites Families (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH01158579A (ja) * 1987-09-09 1989-06-21 Aisin Seiki Co Ltd 像認識装置
US5360971A (en) * 1992-03-31 1994-11-01 The Research Foundation State University Of New York Apparatus and method for eye tracking interface
JP3293308B2 (ja) * 1994-03-10 2002-06-17 三菱電機株式会社 人物状態検出装置
JP3257310B2 (ja) * 1994-12-22 2002-02-18 トヨタ自動車株式会社 漫然運転検出装置
US5570698A (en) * 1995-06-02 1996-11-05 Siemens Corporate Research, Inc. System for monitoring eyes for detecting sleep behavior
JP3739113B2 (ja) * 1995-07-10 2006-01-25 日産ディーゼル工業株式会社 覚醒度低下検出装置
JP3426060B2 (ja) * 1995-07-28 2003-07-14 三菱電機株式会社 顔画像処理装置
JP3455627B2 (ja) * 1996-03-22 2003-10-14 日産ディーゼル工業株式会社 車両における覚醒度低下検出装置
US6070098A (en) * 1997-01-11 2000-05-30 Circadian Technologies, Inc. Method of and apparatus for evaluation and mitigation of microsleep events
JP3480483B2 (ja) * 1997-03-31 2003-12-22 三菱自動車工業株式会社 覚醒度推定装置
JP3509839B2 (ja) * 1997-03-31 2004-03-22 三菱自動車工業株式会社 覚醒度推定装置
JPH1134688A (ja) * 1997-07-15 1999-02-09 Omron Corp 車両運転業務従事者の心身情報監視システム及び安全運行管理システム
US5892837A (en) * 1997-08-29 1999-04-06 Eastman Kodak Company Computer program product for locating objects in an image
AUPO980197A0 (en) 1997-10-15 1997-11-06 Millennium Electronics Pty. Limited Alert device
WO1999018842A1 (en) * 1997-10-16 1999-04-22 The Board Of Trustees Of The Leland Stanford Junior University Method for inferring mental states from eye movements
AU4400601A (en) 2000-03-31 2001-10-15 University Technologies International Inc. A diagnostic test for attention deficit hyperactivity disorder
JP4696339B2 (ja) * 2000-07-11 2011-06-08 マツダ株式会社 車両の制御装置
US7011410B2 (en) * 2000-11-22 2006-03-14 Eyetect, L.L.C. Method and apparatus for monitoring eye tremor
JP4162375B2 (ja) * 2000-12-01 2008-10-08 日産ディーゼル工業株式会社 車両安全運行管理装置
US7027621B1 (en) * 2001-03-15 2006-04-11 Mikos, Ltd. Method and apparatus for operator condition monitoring and assessment
JP2002331850A (ja) * 2001-05-07 2002-11-19 Nissan Motor Co Ltd 運転行動意図検出装置
IL143597A0 (en) 2001-06-06 2002-04-21 Suchard Eytan Method and apparatus for inferring physical/mental fitness through eye response analysis
JP2002370559A (ja) * 2001-06-18 2002-12-24 Nisshin Seifun Group Inc 自動車用居眠り防止装置
US6927694B1 (en) * 2001-08-20 2005-08-09 Research Foundation Of The University Of Central Florida Algorithm for monitoring head/eye motion for driver alertness with one camera
EP2305106A1 (en) * 2002-02-19 2011-04-06 Volvo Technology Corporation Method for monitoring and managing driver attention loads
BR0315384A (pt) * 2002-10-15 2005-09-06 Volvo Technology Corp Método e disposição para interpretar a atividade da cabeça e ocular de indivìduos

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6542081B2 (en) * 1996-08-19 2003-04-01 William C. Torch System and method for monitoring eye movement

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
WINGATE ET AL: "Automated Pupil Determination for Evaluating Fluctuations in Physiological Arousal", SIGNAL PROCESSING PROCEEDINGS, 1998. ICSP '98, vol. 2, 12 October 1998 (1998-10-12), pages 1666 - 1669, XP010336385 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103340637A (zh) * 2013-06-06 2013-10-09 同济大学 基于眼动与脑电融合的驾驶员警觉度智能监控系统及方法

Also Published As

Publication number Publication date
DE602005015738D1 (de) 2009-09-10
CA2578226A1 (en) 2006-03-23
US7435227B2 (en) 2008-10-14
EP1799106A4 (en) 2008-02-13
CA2578226C (en) 2014-06-17
US20060055546A1 (en) 2006-03-16
ATE437605T1 (de) 2009-08-15
EP1799106A1 (en) 2007-06-27
CN101035463A (zh) 2007-09-12
BRPI0515251A (pt) 2008-07-15
EP1799106B1 (en) 2009-07-29
JP4845886B2 (ja) 2011-12-28
AU2005284627A1 (en) 2006-03-23
JP2008512153A (ja) 2008-04-24

Similar Documents

Publication Publication Date Title
CA2578226C (en) Method and apparatus for generating an indication of a level of vigilance of an individual
RU2540901C2 (ru) Способ и устройство для выявления случаев микросна
US6346887B1 (en) Eye activity monitor
US9480429B2 (en) State-of-attention determination apparatus
US9763571B2 (en) Monitoring a person for indications of a brain injury
US20100100001A1 (en) Fixation-locked measurement of brain responses to stimuli
EP2401963A1 (en) Driving attention amount determination device, method, and computer program
US10653353B2 (en) Monitoring a person for indications of a brain injury
EP3182880B1 (en) Systems and methods for using eye movements to determine traumatic brain injury
US9968287B2 (en) Monitoring a person for indications of a brain injury
Khan et al. Efficient Car Alarming System for Fatigue Detectionduring Driving
Sharma et al. Drowsiness warning system using artificial intelligence
JP2020194227A (ja) 顔遮蔽判定装置、顔遮蔽判定方法、顔遮蔽判定プログラム及び乗員監視システム
CN107007292B (zh) 用于获知疲劳的方法
US12156722B2 (en) Pulse rate detection device and pulse rate detection program
HK1114319A (en) Method and apparatus for generating an indication of a level of vigilance of an individual
Dubey et al. Micro-Sleep Accident Prevention by SMART Vehicle Using AI and Image Processing
JP7631852B2 (ja) ドライバ状態推定装置
US20240156381A1 (en) Information processing apparatus, information processing method, and program
US20240324926A1 (en) Driver abnormality sign detection method, device and circuit therefor
JP7631853B2 (ja) ドライバ状態推定装置
US12127822B2 (en) Pulse rate detection device and pulse rate detection program
Kanagamalliga et al. Machine Vision and Biometric Analysis for Detecting Driver Fatigue in Intelligent Transportation Systems
Bhati et al. Drowsiness Detection for Aviation, Maritime and Land Security Systems
Jumaa et al. Drowsiness Detection for Driver: A Review of Systems and Technologies

Legal Events

Date Code Title Description
AK Designated states

Kind code of ref document: A1

Designated state(s): AE AG AL AM AT AU AZ BA BB BG BR BW BY BZ CA CH CN CO CR CU CZ DE DK DM DZ EC EE EG ES FI GB GD GE GH GM HR HU ID IL IN IS JP KE KG KM KP KR KZ LC LK LR LS LT LU LV MA MD MG MK MN MW MX MZ NA NG NI NO NZ OM PG PH PL PT RO RU SC SD SE SG SK SL SM SY TJ TM TN TR TT TZ UA UG US UZ VC VN YU ZA ZM ZW

AL Designated countries for regional patents

Kind code of ref document: A1

Designated state(s): BW GH GM KE LS MW MZ NA SD SL SZ TZ UG ZM ZW AM AZ BY KG KZ MD RU TJ TM AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HU IE IS IT LT LU LV MC NL PL PT RO SE SI SK TR BF BJ CF CG CI CM GA GN GQ GW ML MR NE SN TD TG

121 Ep: the epo has been informed by wipo that ep was designated in this application
DPE1 Request for preliminary examination filed after expiration of 19th month from priority date (pct application filed from 20040101)
WWE Wipo information: entry into national phase

Ref document number: 2578226

Country of ref document: CA

WWE Wipo information: entry into national phase

Ref document number: 200580030742.8

Country of ref document: CN

Ref document number: 2007530557

Country of ref document: JP

Ref document number: 2005284627

Country of ref document: AU

Ref document number: 1053/CHENP/2007

Country of ref document: IN

NENP Non-entry into the national phase

Ref country code: DE

WWE Wipo information: entry into national phase

Ref document number: 2005779510

Country of ref document: EP

ENP Entry into the national phase

Ref document number: 2005284627

Country of ref document: AU

Date of ref document: 20050908

Kind code of ref document: A

WWP Wipo information: published in national office

Ref document number: 2005284627

Country of ref document: AU

WWP Wipo information: published in national office

Ref document number: 2005779510

Country of ref document: EP

ENP Entry into the national phase

Ref document number: PI0515251

Country of ref document: BR