JP2011115450A - Apparatus, method, and program for determining aimless state - Google Patents

Apparatus, method, and program for determining aimless state Download PDF

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JP2011115450A
JP2011115450A JP2009276551A JP2009276551A JP2011115450A JP 2011115450 A JP2011115450 A JP 2011115450A JP 2009276551 A JP2009276551 A JP 2009276551A JP 2009276551 A JP2009276551 A JP 2009276551A JP 2011115450 A JP2011115450 A JP 2011115450A
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saccade
determination
predetermined value
saccades
line
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JP5358414B2 (en
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Hiroyuki Sakai
浩之 堺
Ryuta Terashima
立太 寺嶌
Go Kohama
剛 小濱
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Kinki University
Toyota Central R&D Labs Inc
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Toyota Central R&D Labs Inc
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Abstract

<P>PROBLEM TO BE SOLVED: To determine an aimless state of a determined object by easy processing with stable accuracy. <P>SOLUTION: The following processes are repeated; acquiring an image obtained by imaging a driver's face (52), computing an eye rotation angle (54), determining whether a saccade occurs or not by comparing a vector size T of the eye rotation speed with a predetermined value T<SB>θ</SB>(60), and computing and memorizing the amplitude and the direction of the detected saccade (74) while computing and memorizing (76, 78) the line position of the driver's sight. When the determination period of the aimless state arrives (a process 80 is yes), it determines in order of the following processes; the ratio of saccade with the amplitude being the predetermined value A or below is larger than the threshold Ta or not (84), and the ratio of saccade within the area where the direction is classified in the longitudinal direction is smaller than the threshold Td or not (88), and the numbers of positions where the line positions of sight gather are two or above or not (92). If any of the determinations are affirmed, the aimless state is determined and an alarm output (94) and the like is performed. <P>COPYRIGHT: (C)2011,JPO&INPIT

Description

本発明は漫然状態判定装置、方法及びプログラムに係り、特に、判定対象者が漫然状態か否かを判定する漫然状態判定装置、該漫然状態判定装置に適用可能な漫然状態判定方法、及び、コンピュータを前記漫然状態判定装置として機能させるための漫然状態判定プログラムに関する。   The present invention relates to a casual state determination device, method, and program, and more particularly, a casual state determination device that determines whether or not a determination target person is in a random state, a casual state determination method that can be applied to the casual state determination device, and a computer The present invention relates to a vague state determination program for functioning as a vague state determination device.

車両の運転者の視線方向を検出し、視線方向の検出結果から運転者が漫然と運転している状態か否を判別する技術は従来より提案されており、例えば特許文献1には、運転者の視線方向を検出し、車両前方領域及び車両周辺領域の注視頻度を求め、例えば車両前方領域の注視頻度が所定値よりも大かつ自車両が先行車両に追従していない場合や、車両周辺領域の注視頻度が所定値よりも大かつ隣接車線に他車両が存在していない場合に運転者が漫然状態と判定する技術が提案されている。   A technique for detecting the driver's line-of-sight direction of a vehicle and determining whether or not the driver is driving indiscriminately from the detection result of the line-of-sight direction has been proposed. Detect the gaze direction and determine the gaze frequency in the vehicle front area and the vehicle surrounding area.For example, when the gaze frequency in the vehicle front area is greater than a predetermined value and the host vehicle does not follow the preceding vehicle, A technique has been proposed in which the driver determines that the gaze frequency is greater than a predetermined value and the driver is in a loose state when there is no other vehicle in the adjacent lane.

また特許文献2には、運転者の視線挙動を検出すると共に、車外前方を撮像し撮像によって得られた画像に対し先行車横のガードレールや標識等の立体物を基準として漫然状態判定領域を設定し、漫然状態判定領域内での視線の滞留時間の基準滞留時間に対する比率が閾値以上の場合に漫然状態と判定する技術が開示されている。   Further, Patent Document 2 detects a driver's gaze behavior, and sets an abrupt state determination region based on a three-dimensional object such as a guardrail or a sign beside the preceding vehicle with respect to an image obtained by imaging the front outside the vehicle. However, there is disclosed a technique for determining that the state of ambiguity is determined when the ratio of the staying time of the line of sight within the sloppy state determination region to the reference stagnation time is equal to or greater than a threshold value.

更に特許文献3には、運転者の視線挙動を検出してその分散値を演算し、演算した分散値に占める先行車の幅の割合を注意力評価値として演算し、注意力評価値が閾値よりも小さい場合に、先行車に対する運転の注意状態が低い漫然状態と判定する技術が開示されている。   Further, in Patent Document 3, the driver's line-of-sight behavior is detected and its variance value is calculated, and the ratio of the width of the preceding vehicle in the calculated variance value is calculated as the attention level evaluation value. Is smaller than the above, a technique for determining that the attention state of driving with respect to the preceding vehicle is a low-pitched state is disclosed.

特開2003−80969号公報JP 2003-80969 A 特開2007−73011号公報JP 2007-73011 A 特開2008−137467号公報JP 2008-137467 A

判定対象者の視線の推移や分布には判定対象者の注意状態が反映されるので、判定対象者の漫然状態も判定対象者の視線の推移や分布から判定可能であり、上述した特許文献1〜3に記載の技術においても、判定対象者としての運転者の視線方向や位置を検出し、特定領域の注視頻度や視線の滞留、視線の分布に基づいて漫然状態を判定している。   Since the determination target person's attention state is reflected in the determination target person's gaze transition and distribution, the determination target person's casual state can also be determined from the determination target person's gaze transition and distribution. Also in the techniques described in? 3, the gaze direction and position of the driver as the determination target are detected, and the loose state is determined based on the gaze frequency of the specific area, the gaze retention, and the gaze distribution.

しかしながら、視線の検出は、判定対象者の眼球の回転角を車両前方を表す画像上での位置座標に変換することによって成されるが、判定対象者の顔の向き等によっては位置座標への変換に大きな誤差が加わり、判定対象者の漫然状態を判定できない状態に陥ることがある。また、特許文献2,3に記載の技術のように、車外前方のガードレールや標識等の立体物、或いは先行車両に基づいて漫然状態を検出する場合、車両前方の状況を撮像し、当該撮像によって得られた画像から上記の立体物や先行車両に相当すると推定される画像領域を抽出する、という複雑な画像処理が必要になり、漫然状態を判定するための装置構成が複雑になるという問題も加わる。   However, the detection of the line of sight is performed by converting the rotation angle of the eyeball of the determination target person into a position coordinate on an image representing the front of the vehicle. However, depending on the orientation of the face of the determination target person, A large error may be added to the conversion, resulting in a state in which the determination target person cannot be determined. In addition, as in the techniques described in Patent Documents 2 and 3, when detecting a rough state based on a three-dimensional object such as a guardrail or a sign in front of the vehicle, or on a preceding vehicle, the situation in front of the vehicle is imaged. The complicated image processing of extracting an image region estimated to correspond to the above-described three-dimensional object or preceding vehicle from the obtained image is necessary, and there is also a problem that the device configuration for determining the random state becomes complicated Join.

本発明は上記事実を考慮して成されたもので、簡易な処理により判定対象者の漫然状態を安定した精度で判定できる漫然状態判定装置、漫然状態判定方法及び漫然状態判定プログラムを得ることが目的である。   The present invention has been made in consideration of the above facts, and it is possible to obtain a sloppy state determination device, a sloppy state determination method, and a sloppy state determination program that can determine a sloppy state of a person to be determined with stable accuracy by simple processing. Is the purpose.

人間が周囲を観察している場合、その人間の眼球では、或る視線停留点から別の視線停留点への高速かつ直線的な眼球運動であるサッカード(saccade:跳躍性眼球運動)が行われることは従来より知られている。本願発明者等はこのサッカードに着目し、通常状態の人間と漫然状態の人間とでサッカードの特性に相違が有るか否か、相違が有るとすればどのような特性の相違かを確認する実験を行った。そして、この実験により、例として図1に示すように、或る期間内に発生するサッカードの振幅毎の発生頻度の分布が通常状態の人間と漫然状態の人間とで明確に相違し、漫然状態の場合は通常状態と比較して、小振幅のサッカードの発生頻度が高くなる、という知見を得た。また、上記の実験により、例として図2に示すように、或る期間内に発生するサッカードの方位毎の発生頻度の分布についても通常状態の人間と漫然状態の人間とで明確に相違し、漫然状態の場合は通常状態と比較して、垂直方向を含む範囲内の方向のサッカードの発生頻度が低くなる、という知見も得た。   When a person observes the surroundings, the human eyeball performs a saccade, which is a fast and linear eye movement from one gaze stop point to another gaze stop point. It has been known for a long time. The inventors of the present application pay attention to this saccade, and confirm whether there is a difference in the characteristics of saccades between humans in normal conditions and humans in random conditions, and if there are differences, what characteristics are different An experiment was conducted. In this experiment, as shown in FIG. 1 as an example, the distribution of the frequency of occurrence of saccades generated in a certain period for each amplitude is clearly different between a normal human and a human in a casual state. In the case of the state, it was found that the occurrence frequency of the small amplitude saccade is higher than that in the normal state. In addition, as shown in FIG. 2 as an example, the distribution of the occurrence frequency for each saccade direction occurring within a certain period is clearly different between the normal person and the human being in the loose state. It was also found that the frequency of occurrence of saccades in the direction including the vertical direction is lower in the illicit state than in the normal state.

上記に基づき請求項1記載の発明に係る漫然状態判定装置は、判定対象者の眼球の運動を測定する眼球運動測定手段と、前記眼球運動測定手段による前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出するサッカード抽出手段と、前記サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向の少なくとも一方を演算する演算手段と、任意の期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する判定手段と、を含んで構成されている。   Based on the above, the random state determination device according to the first aspect of the present invention includes an eye movement measurement unit that measures the movement of the eyeball of the determination target person, and the eyeball based on a measurement result of the eyeball movement by the eye movement measurement unit. A saccade extracting means for extracting saccades in the exercise, a computing means for computing at least one of amplitude and direction in the saccades extracted by the saccade extracting means, and the saccade extracting means within an arbitrary period. Of the extracted saccades, the ratio of saccades whose amplitude calculated by the calculation means is not more than a first predetermined value is not less than a second predetermined value, and is extracted by the saccade extraction means within the period. Of the saccades, the ratio of the saccades within the range in which the direction calculated by the calculation means includes the vertical direction or the vertical direction is the third. Determination means for determining at least one of the conditions of whether or not the value is equal to or less than a predetermined value and determining that the determination target person is in a sloppy state when at least one of the determined conditions is satisfied. ing.

請求項1記載の発明では、眼球運動測定手段によって判定対象者の眼球の運動が測定され、眼球運動測定手段による眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードがサッカード抽出手段によって抽出され、サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向の少なくとも一方が演算手段によって演算される。そして、請求項1記載の発明に係る判定手段は、任意の期間内にサッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内にサッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に判定対象者が漫然状態と判定する。   In the first aspect of the present invention, the eye movement of the person to be determined is measured by the eye movement measuring means, and the saccade in the eye movement is detected by the saccade extracting means based on the measurement result of the eye movement by the eye movement measuring means. At least one of the amplitude and direction in the saccade extracted and extracted by the saccade extraction means is calculated by the calculation means. The determining means according to the invention of claim 1 is characterized in that a ratio of saccades having an amplitude calculated by the calculating means out of the saccades extracted by the saccade extracting means within an arbitrary period is equal to or less than a first predetermined value. Whether or not the second predetermined value or more, and the ratio of saccades within a range in which the direction calculated by the calculation means out of the saccades extracted by the saccade extraction means during the period is vertical or includes the vertical direction It is determined whether at least one of the three conditions is less than or equal to the third predetermined value, and the determination target person is determined to be in a loose state when at least one of the determined conditions is satisfied.

このように、請求項1記載の発明では、判定対象者が漫然状態か否かを判定するにあたり、判定対象者の顔の向き等によっては大幅に精度が低下する判定対象者の視線位置を必要とすることなく、判定対象者の眼部を撮像して得られる画像等から直接検出できるサッカードの特性(振幅が第1所定値以下のサッカードの割合、及び、方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合の少なくとも1つ)に基づいて判定対象者が漫然状態か否かを判定するので、判定対象者の漫然状態を判定できない状態に陥ることなく、安定した精度で判定対象者の漫然状態を判定することができる。また、判定対象者の眼球の運動(回転角)を判定対象者の視線方向又は視線位置に変換する処理や、車両前方の状況を表す画像から立体物や先行車両に相当すると推定される画像領域を抽出する等の画像処理を行う必要が無くなるので、判定対象者の漫然状態をより簡易な処理で判定することができる。   As described above, in the invention according to claim 1, when determining whether or not the determination target person is in a state of ambiguity, the gaze position of the determination target person whose accuracy is greatly reduced depending on the orientation of the determination target person's face is required. Characteristics of the saccade that can be directly detected from an image obtained by imaging the eye of the person to be judged (the ratio of the saccade whose amplitude is equal to or less than the first predetermined value and the direction is vertical or vertical) Is determined based on at least one of the ratios of saccades within a range including It is possible to determine the casual state of the person to be determined. Also, an image region that is estimated to correspond to a three-dimensional object or a preceding vehicle from a process that converts the eyeball movement (rotation angle) of the determination target person into the line-of-sight direction or line-of-sight position of the determination target person or an image that represents the situation in front of the vehicle Therefore, it is not necessary to perform image processing such as extraction, so that the casual state of the person to be determined can be determined by simpler processing.

なお、請求項1記載の発明において、例えば請求項2に記載したように、演算手段はサッカード抽出手段によって抽出されたサッカードにおける振幅及び方向を各々演算し、判定手段は、サッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、サッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件を各々判定し、各条件のうちの少なくとも1つを満足した場合に判定対象者が漫然状態と判定するように構成することが好ましい。   In the invention described in claim 1, for example, as described in claim 2, the calculating means calculates the amplitude and direction in the saccade extracted by the saccade extracting means, and the determining means is the saccade extracting means. Among the saccades extracted by the calculation means, whether or not the ratio of saccades whose amplitude calculated by the calculation means is equal to or greater than a second predetermined value, and among the saccades extracted by the saccade extraction means Each condition is determined whether or not the saccade ratio within the range including the vertical direction or the direction calculated by the calculation means is equal to or less than a third predetermined value, and at least one of the conditions is satisfied In such a case, it is preferable that the determination target person determine that the person to be determined is in an ambiguous state.

請求項2記載の発明では、振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、サッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の両条件を用いて漫然状態を判定するので、両条件のうちの何れか一方のみを用いて漫然状態を判定する場合と比較して処理は複雑化するものの、両条件を用いることで、ノイズ等の外乱の影響で一方の条件では漫然状態と判定できない場合にも、他方の条件によって漫然状態と判定できる可能性が生ずるので、漫然状態の判定精度の安定度を向上させることができる。   In the invention of claim 2, whether the ratio of the saccade whose amplitude is equal to or less than the first predetermined value is equal to or greater than the second predetermined value, and the saccade extracted by the saccade extraction means is calculated by the calculation means. Since the state is determined using both conditions of whether the direction is the vertical direction or the ratio of saccades within the range including the vertical direction is the third predetermined value or less, only one of the two conditions is used. Although the process is complicated compared to the case of determining a sloppy state, using both conditions makes it difficult to determine a sloppy state by the other condition even if it is not possible to determine a sloppy state by the influence of disturbances such as noise. Since there is a possibility that it can be determined as a state, it is possible to improve the stability of the determination accuracy of the random state.

また、請求項1又は請求項2記載の発明において、サッカード抽出手段は、例えば請求項3に記載したように、眼球運動測定手段による眼球の運動の測定結果に基づき眼球の回転速度の推移を演算し、眼球の回転速度が第4所定値以上を維持していた期間における眼球の運動をサッカードとして抽出するように構成することができる。   Further, in the invention according to claim 1 or 2, the saccade extraction means, as described in claim 3, for example, changes the rotation speed of the eyeball based on the measurement result of the eyeball movement by the eyeball movement measurement means. It is possible to calculate and extract the movement of the eyeball as a saccade during a period in which the rotation speed of the eyeball has maintained the fourth predetermined value or more.

また、請求項1〜請求項3の何れかに記載の発明において、例えば請求項4に記載したように、判定対象者は機器の操作を行なう操作者であり、判定対象者が前記機器の操作を開始した当初の期間に、サッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された振幅が第1所定値以下のサッカードの割合、及び、サッカード抽出手段によって抽出されたサッカードのうち演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合のうち、判定手段が行う判定に対応するパラメータを求め、求めたパラメータを第2所定値又は第3所定値として設定する設定手段を設けることが好ましい。   Further, in the invention according to any one of claims 1 to 3, for example, as described in claim 4, the determination target person is an operator who operates the device, and the determination target person operates the device. The ratio of saccades whose amplitude calculated by the calculation means is less than or equal to the first predetermined value out of the saccades extracted by the saccade extraction means during the initial period of starting the saccade, and the saccades extracted by the saccade extraction means The parameter corresponding to the determination performed by the determination unit is obtained from the ratio of the saccades within the range in which the direction calculated by the calculation unit is vertical or includes the vertical direction, and the calculated parameter is set to the second predetermined value or the second 3 It is preferable to provide setting means for setting as a predetermined value.

本発明に係る判定手段が漫然状態の判定に用いる第2所定値や第3所定値は、個々の判定対象者毎に最適値が相違する可能性がある。これに対して請求項3記載の発明では、判定対象者は機器の操作を行なう操作者である場合、判定対象者が機器の操作を開始した当初の期間は、判定対象者が一般に機器の操作に集中しており、判定対象者が漫然状態ではない可能性が非常に高いことに基づき、判定対象者が前記機器の操作を開始した当初の期間に求めたパラメータを第2所定値又は第3所定値として設定するので、第2所定値や第3所定値として個々の判定対象者毎の最適値を設定することができ、漫然状態の判定精度を更に向上させることができる。   The second predetermined value and the third predetermined value used by the determination unit according to the present invention for determining the sloppy state may have different optimum values for each individual determination target person. On the other hand, in the invention according to claim 3, when the determination target person is an operator who operates the device, the determination target person generally operates the device during the initial period when the determination target person starts operating the device. The parameter determined during the initial period when the determination target person started operating the device based on the fact that it is highly likely that the determination target person is not in a random state is the second predetermined value or the third Since it is set as the predetermined value, it is possible to set the optimum value for each determination target person as the second predetermined value or the third predetermined value, and it is possible to further improve the determination accuracy of the random state.

また本願発明者等は、人間の視線位置の分布が、当該人間が通常状態か漫然状態かに応じてどのように相違するかを確認する実験も行った。人間の視線位置が当該人間が注視している箇所に集中することは従来より知られており、前述した特許文献1〜3に記載の技術は、人間(運転者)の視線位置が集中している箇所が、そのときの周囲状況における注視対象として適切か否かに基づいて漫然状態を判定しているが、上記の実験では、人間が通常状態か漫然状態かに応じた視線位置の分布の他の相違として、例として図3(A)に示すように、人間が通常状態の場合は人間の視線位置が単一箇所に集中する一方、例として図3(B)に示すように、人間が漫然状態の場合は人間の視線位置が集中している箇所が複数出現する、という相違もあることが新たに判明した。   The inventors of the present application also conducted an experiment to confirm how the distribution of the gaze position of a person differs depending on whether the person is in a normal state or a vague state. Conventionally, it is known that a human gaze position concentrates on a place where the human gazes, and the techniques described in Patent Documents 1 to 3 described above concentrate on a human (driver) gaze position. In the above experiment, the distribution of the gaze position distribution according to whether the human is in the normal state or the loose state is determined. As another difference, as shown in FIG. 3 (A) as an example, when a human is in a normal state, the human gaze position is concentrated at a single location, while as shown in FIG. 3 (B) as an example, It has been newly found that there is a difference that a plurality of places where the human gaze position is concentrated appear in the case of the state of ambiguity.

上記に基づき、請求項1〜請求項4の何れかに記載の発明において、例えば請求項5に記載したように、判定対象者の顔を撮像する顔撮像手段と、顔撮像手段による撮像によって得られた画像に基づいて判定対象者の顔の向きを判定し、眼球運動測定手段による眼球の運動の測定結果及び判定した判定対象者の顔の向きに基づいて判定対象者の視線位置を演算することを繰り返す視線位置演算手段と、を更に設け、判定手段は、前記各条件の1つとして、任意の期間内に視線位置演算手段によって演算された視線位置が集中している箇所が複数存在しているか否かも判定し、当該条件も含む前記各条件のうちの少なくとも1つを満足した場合に判定対象者が漫然状態と判定するように構成することが好ましい。   Based on the above, in the invention according to any one of claims 1 to 4, for example, as described in claim 5, the face imaging unit that images the face of the person to be determined and the imaging by the face imaging unit The direction of the determination target person's face is determined based on the obtained image, and the line-of-sight position of the determination target person is calculated based on the measurement result of the eye movement by the eye movement measuring unit and the determined determination target person's face direction. A line-of-sight position calculating unit that repeats this, and the determining unit includes, as one of the conditions, a plurality of locations where the line-of-sight position calculated by the line-of-sight position calculating unit is concentrated within an arbitrary period. It is preferable to make a determination so that the person to be determined is determined to be in a random state when at least one of the conditions including the condition is satisfied.

上記のように、判定対象者の視線位置に基づいて判定対象者の漫然状態を判定する場合、従来技術と同様に、判定対象者の顔の向き等によっては位置座標への変換に大きな誤差が加わり、判定対象者の漫然状態を判定できない状態に陥る可能性があるが、請求項5記載の発明では、視線位置に基づく漫然状態の判定を、サッカードの振幅分布及びサッカードの方向分布の少なくとも一方に基づく漫然状態の判定と併用しているので、判定対象者の漫然状態を判定できない状態に陥ることを防止できる。そして請求項5記載の発明では、視線位置に基づく漫然状態の判定を、サッカードの振幅分布及びサッカードの方向分布の少なくとも一方に基づく漫然状態の判定と併用することで、判定対象者の顔の向きが視線位置に基づく漫然状態の判定に適した向きである場合に、判定対象者の漫然状態の判定精度を向上させることができる。   As described above, when the determination target person's random state is determined based on the line-of-sight position of the determination target person, as in the prior art, there is a large error in conversion to position coordinates depending on the orientation of the determination target person's face and the like. In addition, there is a possibility that the determination target person's sloppy state cannot be determined. However, in the invention according to claim 5, the saccade amplitude distribution and saccade direction distribution are determined based on the gaze position determination. Since it is used together with the determination of the sloppy state based on at least one, it is possible to prevent the determination target person from falling into a state where the sloppy state cannot be determined. In the invention of claim 5, the determination of the random state based on the line-of-sight position is used in combination with the determination of the random state based on at least one of the amplitude distribution of the saccade and the direction distribution of the saccade. In the case where the orientation is suitable for the determination of the random state based on the line-of-sight position, the determination accuracy of the determination target person can be improved.

なお、請求項5記載の発明において、例えば請求項6に記載したように、視線位置演算手段は、眼球の運動の測定結果及び判定した判定対象者の顔の向きに基づいて判定対象者の視線方向を演算し、演算した視線方向に基づいて、判定対象者によって注視される空間を表す画像上での判定対象者の視線方向の位置を判定対象者の視線位置として演算することを繰り返し、判定手段は、前記画像のうち、任意の期間内に視線位置演算手段によって演算された視線位置に相当する画素又は任意の期間内に視線位置演算手段によって視線位置として演算された頻度が所定値以上の画素のみから成り、かつ視線位置に相当しない画素又は任意の期間内に視線位置演算手段によって視線位置として演算された頻度が所定値未満の画素で周囲を囲まれた領域を視線位置が集中している箇所として認識するように構成することができる。   In addition, in the invention described in claim 5, for example, as described in claim 6, the line-of-sight position calculating means is configured to determine the line of sight of the determination target person based on the measurement result of the eyeball movement and the determined face direction of the determination target person. It is determined by calculating the direction and repeatedly calculating the position of the gaze direction of the determination target person on the image representing the space gazeed by the determination target person as the gaze position of the determination target person based on the calculated gaze direction In the image, the pixel corresponding to the line-of-sight position calculated by the line-of-sight position calculating unit within an arbitrary period or the frequency calculated as the line-of-sight position by the line-of-sight position calculating unit within an arbitrary period is a predetermined value or more. An area surrounded by pixels that are composed only of pixels and do not correspond to the line-of-sight position, or pixels whose frequency calculated as the line-of-sight position by the line-of-sight position calculating means within an arbitrary period is less than a predetermined value. The can be configured to recognize a position where the line of sight position is concentrated.

請求項7記載の発明に係る漫然状態判定方法は、判定対象者の眼球の運動を測定し、前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出し、前記抽出したサッカードにおける振幅及び方向の少なくとも一方を演算し、任意の期間内に抽出したサッカードのうち前記演算した振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に抽出したサッカードのうち前記演算した方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定するので、請求項1記載の発明と同様に、簡易な処理により判定対象者の漫然状態を安定した精度で判定することができる。   According to a seventh aspect of the present invention, there is provided a method for determining a random state, which measures a movement of an eyeball of a person to be judged, extracts a saccade in the movement of the eyeball based on a measurement result of the eyeball movement, and extracts the extracted saccade Calculating at least one of the amplitude and the direction in the saccade extracted within an arbitrary period, whether or not the ratio of the saccade whose calculated amplitude is not more than a first predetermined value is not less than a second predetermined value, and Determining at least one of the conditions of whether or not the ratio of the saccades within the range including the vertical direction or the calculated direction out of the saccades extracted within the period is equal to or less than a third predetermined value; When at least one of the performed conditions is satisfied, the person to be determined is determined to be in a sloppy state. Therefore, as in the first aspect of the invention, the sloppy state of the sought-to-be-determined person can be stabilized with a simple process. In can be determined.

請求項8記載の発明に係る漫然状態判定プログラムは、コンピュータを、判定対象者の眼球の運動を測定する眼球運動測定手段、前記眼球運動測定手段による前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出するサッカード抽出手段、前記サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向の少なくとも一方を演算する演算手段、及び、任意の期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する判定手段として機能させる。   According to an eighth aspect of the present invention, there is provided a computer program for determining the state of eyeball based on a result of measuring the movement of the eyeball by the eyeball movement measuring unit and the eyeball movement measuring unit. Saccade extraction means for extracting saccades in exercise, calculation means for calculating at least one of amplitude and direction in saccades extracted by the saccade extraction means, and extraction by the saccade extraction means within an arbitrary period The ratio of the saccade whose amplitude calculated by the calculation means is not more than a first predetermined value is not less than a second predetermined value and is extracted by the saccade extraction means within the period Of the saccades, the direction calculated by the calculation means is a vertical direction or a saccade within the range including the vertical direction. Function as a determination unit that determines at least one of the conditions of whether or not the result is equal to or less than a third predetermined value and determines that the determination target person is in a loose state when at least one of the determined conditions is satisfied Let

請求項8記載の発明に係る漫然状態判定プログラムは、コンピュータを、上記の眼球運動測定手段、サッカード抽出手段、演算手段及び判定手段として機能させるためのプログラムであるので、コンピュータが請求項8記載の発明に係る漫然状態判定プログラムを実行することで、コンピュータが請求項1に記載の漫然状態判定装置として機能することになり、請求項1,7記載の発明と同様に、簡易な処理により判定対象者の漫然状態を安定した精度で判定することができる。   Since the computer program for causing the computer to function as the eye movement measuring means, the saccade extracting means, the calculating means, and the judging means is described above, the computer according to claim 8. By executing the random state determination program according to the present invention, the computer functions as the random state determination device according to claim 1, and the determination is performed by simple processing as in the first and seventh aspects. It is possible to determine the moody state of the subject with stable accuracy.

以上説明したように本発明は、判定対象者の眼球の運動を測定し、測定した眼球の運動におけるサッカードを抽出し、抽出したサッカードにおける振幅及び方向の少なくとも一方を演算し、任意の期間内に抽出したサッカードのうち振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、任意の期間内に抽出したサッカードのうち方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に判定対象者が漫然状態と判定するので、簡易な処理により判定対象者の漫然状態を安定した精度で判定することができる、という優れた効果を有する。   As described above, the present invention measures the eyeball movement of the determination subject, extracts the saccade in the measured eyeball movement, calculates at least one of the amplitude and direction in the extracted saccade, The ratio of saccades whose amplitude is less than or equal to a first predetermined value is greater than or equal to a second predetermined value, and the direction of saccades extracted within an arbitrary period is vertical or vertical. When the ratio of saccades within the range including the value is equal to or less than the third predetermined value, at least one of the conditions is determined, and the determination target person is in a loose state when at least one of the determined conditions is satisfied Therefore, it has an excellent effect that it is possible to determine the illness state of the person to be determined with a stable accuracy by a simple process.

本願発明者等が実施した実験によって得られた、通常状態及び漫然状態におけるサッカードの振幅毎の頻度分布の一例を示す線図である。It is a diagram which shows an example of the frequency distribution for every amplitude of the saccade in the normal state and the obscure state obtained by experiments conducted by the present inventors. 本願発明者等が実施した実験によって得られた、通常状態及び漫然状態におけるサッカードの方位毎の頻度分布の一例を示す線図である。It is a diagram which shows an example of the frequency distribution for every direction of the saccade in the normal state and the obscure state obtained by experiments conducted by the present inventors. 本願発明者等が実施した実験によって得られた、通常状態及び漫然状態における視線位置の分布の一例を示す線図である。It is a diagram which shows an example of distribution of the gaze position in the normal state and the random state obtained by the experiment which this inventor etc. implemented. 本実施形態に係る漫然状態判定装置の、(A)は概略構成を示すブロック図、(B)は機能ブロック図である。FIG. 2A is a block diagram showing a schematic configuration, and FIG. 2B is a functional block diagram of a casual state determination device according to the present embodiment. 漫然状態判定処理の内容を示すフローチャートである。It is a flowchart which shows the content of a casual state determination process.

以下、図面を参照して本発明の実施形態の一例を詳細に説明する。なお、以下では本発明に支障のない数値を挙げて説明するが、本発明は以下に記載した数値に限られるものではないことは言うまでもない。   Hereinafter, an example of an embodiment of the present invention will be described in detail with reference to the drawings. In the following, numerical values that do not hinder the present invention will be described. However, it goes without saying that the present invention is not limited to the numerical values described below.

図4(A)には本実施形態に係る漫然状態判定装置10が示されている。漫然状態判定装置10は車両に搭載され、判定対象者としての車両の運転者が漫然状態か否かを判定する装置であり、車両の運転者の眼部を含む顔を撮像する顔撮影カメラ12、車両の前方を撮像する前方撮影カメラ14、ブザー等から成る警報出力部16、車両のアクセルペダルが操作される際の反力を調整可能なアクセルペダル反力調整部18、及び、車両のブレーキペダルが操作される際の反力を調整可能なブレーキペダル反力調整部20を備え、これらが車両に搭載されたコンピュータ22に各々接続されて構成されている。   FIG. 4 (A) shows a random state determination device 10 according to the present embodiment. The random state determination device 10 is a device that is mounted on a vehicle and determines whether or not the driver of the vehicle as the determination target is in a random state, and is a face photographing camera 12 that captures a face including the eyes of the driver of the vehicle. A front shooting camera 14 for imaging the front of the vehicle, an alarm output unit 16 including a buzzer, an accelerator pedal reaction force adjustment unit 18 capable of adjusting a reaction force when the vehicle accelerator pedal is operated, and a vehicle brake A brake pedal reaction force adjusting unit 20 capable of adjusting a reaction force when the pedal is operated is provided, and these are connected to a computer 22 mounted on the vehicle.

なお、アクセルペダル反力調整部18としては、アクセルペダルの操作量を油圧として伝達する経路の途中に設けられ、前記経路内の油圧を変化させることでアクセルペダルの操作反力を調整する構成を適用することができ、ブレーキペダル反力調整部20についても、ブレーキペダルの操作量を油圧として伝達する経路の途中に設けられ、前記経路内の油圧を変化させることでブレーキペダルの操作反力を調整する構成を適用することができる。   The accelerator pedal reaction force adjusting unit 18 is provided in the middle of a path for transmitting the operation amount of the accelerator pedal as hydraulic pressure, and adjusts the operation reaction force of the accelerator pedal by changing the hydraulic pressure in the path. The brake pedal reaction force adjusting unit 20 is also provided in the middle of a path for transmitting the operation amount of the brake pedal as a hydraulic pressure, and the brake pedal operation reaction force is changed by changing the hydraulic pressure in the path. A configuration to be adjusted can be applied.

コンピュータ22は、CPU22A、ROMやRAMを含むメモリ22B、HDD(Hard Disk Drive)やフラッシュメモリ等から成る不揮発性の記憶部22Cを備えており、記憶部22Cには漫然状態判定プログラムが予め記憶(インストール)されている。漫然状態判定プログラムは、コンピュータ22によって後述する漫然状態判定処理を行うためのプログラムであり、車両のイグニッションがオンの間、CPU22Aによって実行される。上記の漫然状態判定処理は本発明に係る漫然状態判定方法が適用された処理であり、コンピュータ22が漫然状態判定処理を行うことで、コンピュータ22が、図4(B)に示す眼球運動測定部26、サッカード解析部28、視線解析部30及び漫然状態検出部32を備えた漫然状態判定処理部34として機能し、本実施形態に係る漫然状態判定装置10が本発明に係る漫然状態判定装置10として機能することになる。なお、上記の漫然状態判定プログラムは本発明に係る漫然状態判定プログラムに対応している。   The computer 22 includes a CPU 22A, a memory 22B including a ROM and a RAM, a nonvolatile storage unit 22C including an HDD (Hard Disk Drive), a flash memory, and the like, and a random state determination program is stored in the storage unit 22C in advance ( Installed). The sloppy state determination program is a program for performing sloppy state determination processing described later by the computer 22, and is executed by the CPU 22A while the ignition of the vehicle is on. The above-described sloppy state determination process is a process to which the sloppy state determination method according to the present invention is applied. When the computer 22 performs the sloppy state determination process, the computer 22 performs the eye movement measurement unit shown in FIG. 26, the saccade analysis unit 28, the line-of-sight analysis unit 30, and the sloppy state detection processing unit 34 functioning as a sloppy state determination processing unit 34. The sloppy state determination device 10 according to this embodiment is a sloppy state determination device according to the present invention. 10 will function. Note that the above described sloppy state determination program corresponds to the sloppy state determination program according to the present invention.

次に本実施形態の作用として、漫然状態判定プログラムがCPU22Aによって実行されることで実現される漫然状態判定処理について、図5を参照して説明する。   Next, as an operation of the present embodiment, a random state determination process realized by executing a random state determination program by the CPU 22A will be described with reference to FIG.

この漫然状態判定処理では、まずステップ50でフラグを0に初期設定し、次のステップ52において、顔撮影カメラ12が車両の運転者の眼部を含む顔を撮像することで得られた顔画像のデータを顔撮影カメラ12から取得する。ステップ54では、ステップ52で取得した顔画像データが表す顔画像から運転者の眼部に相当する眼部領域を抽出し、抽出した眼部領域から運転者の眼部のうち瞳孔に相当する瞳孔領域を抽出し、眼部領域内における瞳孔領域の水平方向位置及び垂直方向位置に基づいて、水平方向の眼球回転角θH及び垂直方向の眼球回転角θVを各々演算する。次のステップ56では、ステップ54で演算した眼球回転角θHVを時間で微分することで、水平方向及び垂直方向の眼球回転速度を表す眼球回転角の微分値θ'H,θ'Vを演算する。更にステップ58では、眼球回転角の微分値θ'H,θ'Vを次の(1)式に代入し、眼球の回転速度ベクトルの大きさTを演算する。
T=√(θ'H 2+θ'V 2) …(1)
そしてステップ60では、ステップ58で演算した眼球の回転速度ベクトルの大きさTが所定値Tθよりも大きいか否か判定する。なお、本実施形態では所定値Tθとして、サッカードにおける眼球の回転速度に対応する値(例えば120〜170deg/秒程度の値)が予め設定されており、所定値Tθは請求項3に記載の第4所定値に対応している。サッカードは、或る視線停留点から別の視線停留点への高速かつ直線的な眼球運動であるが、眼球の回転速度ベクトルの大きさTが所定値Tθよりも大きくなる高速な眼球運動は直線的な眼球運動以外にない。従って、ステップ60の判定が肯定された場合は、運転者の眼球でサッカード(に相当する眼球運動)が行われていると判断できる。ステップ60の判定が否定された場合、すなわち運転者の眼球でサッカードが行われていない場合はステップ62へ移行し、フラグに1が設定されているか否か判定する。この判定も否定された場合はステップ76へ移行する。
In this casual state determination process, first, the flag is initially set to 0 in step 50, and in the next step 52, the face image obtained by the face photographing camera 12 imaging the face including the eyes of the driver of the vehicle. Is acquired from the face photographing camera 12. In step 54, an eye region corresponding to the driver's eye is extracted from the face image represented by the face image data acquired in step 52, and a pupil corresponding to the pupil of the driver's eye is extracted from the extracted eye region. The region is extracted, and the horizontal eyeball rotation angle θ H and the vertical eyeball rotation angle θ V are calculated based on the horizontal position and the vertical position of the pupil region in the eye region. In the next step 56, the eye rotation angle θ H , θ V calculated in step 54 is differentiated with respect to time, whereby a differential value θ ′ H , θ ′ of the eye rotation angle representing the eye rotation speed in the horizontal direction and the vertical direction. Calculate V. Further, at step 58, the differential values θ ′ H and θ ′ V of the eyeball rotation angle are substituted into the following equation (1) to calculate the magnitude T of the eyeball rotation speed vector.
T = √ (θ ′ H 2 + θ ′ V 2 ) (1)
In step 60, the size T of the rotational speed vector of the eyeball calculated in step 58 it is determined whether or not larger than the predetermined value T theta. In the present embodiment, as the predetermined value T θ , a value (for example, a value of about 120 to 170 deg / sec) corresponding to the rotation speed of the eyeball in the saccade is set in advance, and the predetermined value T θ is defined in claim 3. This corresponds to the fourth predetermined value described. Saccade is a fast and linear eye movements from one sight stationary point to another gaze stationary points, larger high speed eye movement also the size T is the predetermined value T theta rotational speed vector of the eyeball There is no other than linear eye movement. Therefore, if the determination in step 60 is affirmative, it can be determined that saccade (equivalent eye movement) is being performed with the driver's eyeball. If the determination in step 60 is negative, that is, if saccade is not being performed with the driver's eyeball, the routine proceeds to step 62 where it is determined whether or not 1 is set in the flag. If this determination is also denied, the routine proceeds to step 76.

本実施形態に係る漫然状態判定処理では、上述した処理を含むステップ52〜80が繰り返し実行される。そして運転者の眼球でサッカードが行われると、先のステップ60の判定が肯定されてステップ64へ移行し、フラグに0が設定されているか否か判定する。ステップ60の判定が肯定された当初はフラグに0が設定されているので、ステップ64の判定が肯定されてステップ66へ移行し、先のステップ54で演算した眼球回転角θHVをサッカード開始点としてメモリ22Bに記憶させる。そしてステップ68でフラグに1を設定し、ステップ76へ移行する。これにより、次にステップ60の判定が行われた際に、運転者の眼球でサッカードが行われている状態が継続していることでステップ60の判定が肯定された場合、ステップ64の判定は否定されてステップ76へ移行する。 In the casual state determination process according to the present embodiment, steps 52 to 80 including the process described above are repeatedly executed. When saccade is performed with the driver's eyeball, the determination in the previous step 60 is affirmed and the process proceeds to step 64 to determine whether or not 0 is set in the flag. Since the flag is set to 0 initially when the determination in step 60 is affirmed, the determination in step 64 is affirmed and the routine proceeds to step 66 where the eyeball rotation angles θ H and θ V calculated in the previous step 54 are set. The saccade start point is stored in the memory 22B. In step 68, 1 is set in the flag, and the routine proceeds to step 76. Thereby, when the determination of step 60 is performed next, when the determination of step 60 is affirmed because the state where the saccade is performed with the driver's eyeball is continued, the determination of step 64 is performed. Is denied and the routine proceeds to step 76.

また、運転者の眼球におけるサッカードが終了することでステップ60の判定が否定された場合には、フラグに1が設定されていることでステップ62の判定が肯定され、ステップ70へ移行する。ステップ70では、先のステップ54で演算した眼球回転角θHVをサッカード終了点としてメモリ22Bに記憶させる。次のステップ72ではフラグに0を設定する。これにより、運転者の眼球でサッカードが再度行われた場合、ステップ64の判定が肯定されることで、そのときの眼球回転角θHVがサッカード開始点としてメモリ22Bに記憶されることになる。また、次のステップ74では、メモリ22Bに記憶されているサッカード開始点及びサッカード終了点に基づき、運転者の眼球で今回行われたサッカードの振幅及び方向(方位)を演算し、演算したサッカードの振幅及び方向(方位)をメモリ22Bに記憶させた後に、ステップ76へ移行する。 When the determination in step 60 is denied due to the end of the saccade on the driver's eyeball, the determination in step 62 is affirmed because 1 is set in the flag, and the routine proceeds to step 70. In step 70, the eyeball rotation angles θ H and θ V calculated in the previous step 54 are stored in the memory 22B as saccade end points. In the next step 72, 0 is set in the flag. Thus, when saccade is performed again with the driver's eyeball, the determination in step 64 is affirmed, and the eyeball rotation angles θ H and θ V at that time are stored in the memory 22B as the saccade start point. Will be. Further, in the next step 74, based on the saccade start point and saccade end point stored in the memory 22B, the amplitude and direction (azimuth) of the saccade performed this time with the driver's eyeball are calculated, After the saccade amplitude and direction (orientation) are stored in the memory 22B, the process proceeds to step 76.

上記のように、本実施形態に係る漫然状態判定処理では、運転者の眼球の運動として眼球回転角θHVが繰り返し測定されると共に、運転者の眼球でサッカードが行われたか否かが監視され、サッカードが行われたことを検知する度にその振幅及び方向(方位)が演算・記憶されることが繰り返される。なお、上述した各ステップのうち、ステップ52,54は図4(B)に示す眼球運動測定部26によって行われる処理であり、本発明に係る眼球運動測定手段に対応している。また、ステップ56〜ステップ74は図4(B)に示すサッカード解析部28によって行われる処理であり、このうちステップ56〜ステップ72は本発明に係るサッカード抽出手段(より詳しくは請求項3に記載のサッカード抽出手段)に、ステップ74は本発明に係る演算手段(より詳しくは請求項2に記載の演算手段)に各々対応している。 As described above, in the random state determination process according to the present embodiment, the eyeball rotation angles θ H and θ V are repeatedly measured as the movement of the driver's eyeball, and whether or not the driver's eyeball has been saccaded. Each time it is detected that the saccade has been performed, its amplitude and direction (azimuth) are repeatedly calculated and stored. Of the above steps, steps 52 and 54 are processes performed by the eye movement measuring unit 26 shown in FIG. 4B, and correspond to the eye movement measuring means according to the present invention. Steps 56 to 74 are processes performed by the saccade analysis unit 28 shown in FIG. 4B, and among these, steps 56 to 72 are saccade extraction means according to the present invention (more specifically, claim 3). Step 74 corresponds to the calculation means according to the present invention (more specifically, the calculation means according to claim 2).

一方、ステップ76では、まず先のステップ52で顔撮影カメラ12から取得した顔画像のデータに基づき、所定の画像処理を行うことで運転者の顔の向きを演算する。運転者の顔の向きは、例えば運転者の顔の相当する領域内における運転者の眼部対に相当する一対の領域の位置関係(水平方向への偏倚度合い)等の特徴量を用いることで演算することができる。次に、ステップ76で演算した顔の向きと先のステップ54で演算した眼球回転角θHVに基づき、運転者の視線の方向(運転者が車両前方を正面視している状態に対する視線の方向の角度差)を演算する。運転者の視線の方向は、例えば運転者の顔の向きの演算結果と眼球回転角θHVを次の(2)式に代入し、外界座標系における視線方向ベクトル(x,y,z)を演算することで求めることができる。 On the other hand, in step 76, the direction of the driver's face is calculated by performing predetermined image processing based on the face image data acquired from the face photographing camera 12 in the previous step 52. The direction of the driver's face is obtained by using a feature quantity such as a positional relationship (degree of deviation in the horizontal direction) of a pair of areas corresponding to the driver's eye pair in an area corresponding to the driver's face, for example. It can be calculated. Next, based on the face direction calculated in step 76 and the eyeball rotation angles θ H and θ V calculated in the previous step 54, the direction of the driver's line of sight (with respect to the state in which the driver is looking forward in front of the vehicle). Calculate the angle difference between the line of sight. The direction of the driver's line of sight is obtained by, for example, substituting the calculation result of the driver's face orientation and the eyeball rotation angles θ H and θ V into the following equation (2), and the line-of-sight direction vector (x, y, It can be obtained by calculating z).

但し、上記の(2)式において、(α,β,γ)は運転者の顔の向きのロール角、ピッチ角、ヨー角である。そしてステップ78では、ステップ76で演算した運転者の視線方向(例えば視線方向ベクトル(x,y,z)が表す方向)を所定の座標変換式に代入して演算することで、車両前方の空間を表す画像(前方撮影カメラ14によって撮影される画像)上での運転者の視線の座標位置(視線位置)を演算し、メモリ22Bに記憶させる。 However, in the above equation (2), (α, β, γ) are the roll angle, pitch angle, and yaw angle of the driver's face. In step 78, the driver's line-of-sight direction calculated in step 76 (for example, the direction represented by the line-of-sight direction vector (x, y, z)) is calculated by substituting it into a predetermined coordinate conversion formula, so that the space ahead of the vehicle is calculated. The coordinate position (line-of-sight position) of the driver's line of sight on the image representing the image (image captured by the front camera 14) is calculated and stored in the memory 22B.

なお、ステップ76で演算した運転者の顔の向きが予め定められた角度範囲から逸脱している場合には、続いて演算する視線方向や視線位置に大きな誤差が含まれている可能性が高いので、視線方向や視線位置の演算を中止することが好ましい。本実施形態に係る漫然状態判定処理では上述したステップ76,78も繰り返し実行されるので、運転者の視線位置も繰り返し演算・記憶されることになる。上述したステップ76,78は図4(B)に示す視線解析部30によって行われる処理であり、請求項5に記載の視線位置演算手段に対応している。また顔撮影カメラ12は請求項5に記載の顔撮像手段に対応している。   When the driver's face orientation calculated in step 76 deviates from a predetermined angle range, there is a high possibility that a large error is included in the line-of-sight direction or line-of-sight position to be calculated subsequently. Therefore, it is preferable to stop the calculation of the viewing direction and the viewing position. Since the above-described steps 76 and 78 are repeatedly executed in the casual state determination process according to the present embodiment, the driver's line-of-sight position is repeatedly calculated and stored. Steps 76 and 78 described above are processes performed by the line-of-sight analysis unit 30 shown in FIG. 4B and correspond to the line-of-sight position calculation means according to claim 5. The face photographing camera 12 corresponds to the face image pickup means described in claim 5.

次のステップ80では運転者の漫然状態を判定する時期が到来したか否か判定する。本実施形態では運転者の漫然状態の判定周期が予め設定されており(例えば1分程度)、上記判定は、漫然状態判定処理の実行を開始するか又は運転者の漫然状態を前回判定してから、前記判定周期に相当する時間が経過したか否かを判断することによって行われる。ステップ80の判定が否定された場合はステップ52に戻り、ステップ80の判定が肯定される迄ステップ52〜ステップ80を繰り返す。この間、サッカードの振幅及び方向(方位)、運転者の視線位置が繰り返し演算され、演算結果がメモリ22Bに蓄積記憶される。   In the next step 80, it is determined whether or not it is time to determine the driver's casual state. In the present embodiment, the determination cycle of the driver's mood state is set in advance (for example, about 1 minute), and the above determination is performed by starting execution of the mood state determination process or by determining the driver's mood state last time. From this, it is determined by determining whether or not a time corresponding to the determination period has elapsed. If the determination in step 80 is negative, the process returns to step 52, and steps 52 to 80 are repeated until the determination in step 80 is affirmed. During this time, the amplitude and direction (azimuth) of the saccade and the driver's line-of-sight position are repeatedly calculated, and the calculation results are accumulated and stored in the memory 22B.

また、運転者の漫然状態を判定する時期が到来すると、ステップ80の判定が肯定されてステップ82へ移行し、所定期間(前記判定周期に相当する期間)内にメモリ22Bに蓄積記憶されたサッカードの振幅を表すデータを読み出し、読み出したデータに基づいて所定期間内におけるサッカードの振幅毎の頻度を演算する。これにより、例として図1に示すような頻度分布が得られる。次のステップ84では、ステップ82で振幅を表すデータをメモリ22Bから読み出した全てのサッカードのうち、振幅が所定値A以下のサッカードの割合を演算し、演算した割合が予め設定された閾値Taよりも大きいか否かを判定する。   When it is time to determine the driver's mood, the determination at step 80 is affirmed and the routine proceeds to step 82, where the soccer football stored and stored in the memory 22B within a predetermined period (a period corresponding to the determination period) is determined. The data representing the amplitude of the saccade is read, and the frequency for each amplitude of the saccade within a predetermined period is calculated based on the read data. Thereby, the frequency distribution as shown in FIG. 1 is obtained as an example. In the next step 84, the ratio of saccades whose amplitude is a predetermined value A or less among all the saccades from which data representing the amplitude in step 82 is read out from the memory 22B is calculated, and the calculated ratio is a preset threshold value. It is determined whether or not it is larger than Ta.

なお、所定値Aとしては、例えば図1に示す「A」のように、サッカードの振幅毎の頻度分布において、運転者が通常状態か漫然状態かによって頻度の大小関係が逆転する境界における振幅値を適用することができる。また、閾値Taとしては例えば0.65〜0.75程度の値を適用することができる。また、所定値Aは本発明における第1所定値に、閾値Taは本発明における第2所定値に各々対応している。   As the predetermined value A, for example, “A” shown in FIG. 1, in the frequency distribution for each saccade amplitude, the amplitude at the boundary where the magnitude relationship is reversed depending on whether the driver is in a normal state or a casual state. A value can be applied. For example, a value of about 0.65 to 0.75 can be applied as the threshold Ta. The predetermined value A corresponds to the first predetermined value in the present invention, and the threshold value Ta corresponds to the second predetermined value in the present invention.

ステップ84の判定が否定された場合はステップ86へ移行し、所定期間(前記判定周期に相当する期間)内にメモリ22Bに蓄積記憶されたサッカードの方向(方位)を表すデータを読み出し、読み出したデータに基づいて所定期間内におけるサッカードの方向(方位)毎の頻度を演算する。これにより、例として図2に示すような頻度分布が得られる。次のステップ88では、ステップ86で方向(方位)を表すデータをメモリ22Bから読み出した全てのサッカードのうち、方向(方位)が縦方向に分類される範囲内のサッカードの割合を演算し、演算した割合が予め設定された閾値Tdよりも小さいか否かを判定する。   If the determination in step 84 is negative, the process proceeds to step 86, and data representing the saccade direction (azimuth) stored and stored in the memory 22B within a predetermined period (a period corresponding to the determination period) is read and read. The frequency for each saccade direction (orientation) within a predetermined period is calculated based on the obtained data. Thereby, the frequency distribution as shown in FIG. 2 is obtained as an example. In the next step 88, the ratio of saccades within the range in which the direction (azimuth) is classified into the vertical direction is calculated among all the saccades in which the data representing the direction (azimuth) is read from the memory 22B in step 86. It is determined whether the calculated ratio is smaller than a preset threshold value Td.

なお、縦方向に分類される方向(方位)範囲としては、例えば図2に示すようなサッカードの方向(方位)毎の頻度分布において、運転者が通常状態か漫然状態かによって頻度の大きさが明確に相違する方向(方位)範囲(例えば90°程度の方向(方位)を中心とする範囲や300°程度の方向(方位))を中心とする範囲等)を適用することができる。また、閾値Tdとしては、縦方向に分類される方向(方位)範囲の大きさにも依存するが、例えば0.60〜0.65程度の値を適用することができる。また、縦方向に分類される方向(方位)範囲は本発明における「垂直方向又は垂直方向を含む範囲」に、閾値Tdは本発明における第3所定値に各々対応している。   Note that the direction (azimuth) range classified in the vertical direction is, for example, in the frequency distribution for each saccade direction (azimuth) as shown in FIG. 2, depending on whether the driver is in a normal state or a casual state. It is possible to apply a direction (orientation) range (for example, a range centered on a direction (orientation) of about 90 ° or a direction (orientation) of about 300 °) or the like that is clearly different. Further, as the threshold value Td, for example, a value of about 0.60 to 0.65 can be applied although it depends on the size of the direction (orientation) range classified in the vertical direction. The direction (orientation) range classified as the vertical direction corresponds to the “vertical direction or a range including the vertical direction” in the present invention, and the threshold value Td corresponds to the third predetermined value in the present invention.

ステップ88の判定が否定された場合はステップ90へ移行し、所定期間(前記判定周期に相当する期間)内にメモリ22Bに蓄積記憶された運転者の視線位置を表すデータを読み出し、読み出したデータに基づいて所定期間内における視線位置の頻度分布を演算する。これにより、例として図3(A)又は図3(B)に示すような視線位置の(頻度)分布を表す画像が得られる。次のステップ92では、ステップ90で得られた視線位置の(頻度)分布を表す画像に対し、視線位置としての頻度が所定値以上の画素のみから成り、かつ視線位置としての頻度が所定値未満の画素で周囲を囲まれた領域を、視線位置が集中している箇所として抽出する。なお、これに代えて、例えば視線位置に相当する画素のみから成りかつ視線位置に相当しない画素で周囲を囲まれ、面積が閾値以上の領域を、視線位置が集中している箇所として抽出するようにしてもよい。そして、視線位置が集中している箇所として抽出した領域の数が2以上か否かを判定する。   If the determination in step 88 is negative, the process proceeds to step 90, in which data representing the driver's line-of-sight position stored and stored in the memory 22B within a predetermined period (a period corresponding to the determination period) is read, and the read data Based on the above, the frequency distribution of the line-of-sight position within a predetermined period is calculated. As a result, an image representing the (frequency) distribution of the line-of-sight position as shown in FIG. 3A or FIG. 3B is obtained as an example. In the next step 92, with respect to the image representing the (frequency) distribution of the line-of-sight position obtained in step 90, the frequency as the line-of-sight position is composed only of pixels having a predetermined value or more, and the frequency as the line-of-sight position is less than the predetermined value. The region surrounded by the pixel is extracted as a location where the line-of-sight position is concentrated. Instead of this, for example, a region that is composed only of pixels corresponding to the line-of-sight position and is surrounded by pixels that do not correspond to the line-of-sight position and whose area is equal to or larger than the threshold is extracted as a location where the line-of-sight position is concentrated. It may be. Then, it is determined whether or not the number of regions extracted as locations where the line-of-sight positions are concentrated is two or more.

ステップ92の判定が否定された場合、ステップ84,88,92の判定が何れも否定されており、運転者は漫然状態ではないと判断できるので、何ら処理を行うことなくステップ52に戻り、ステップ52以降の処理を繰り返す。一方、ステップ84,88,92の何れかの判定が肯定された場合は運転者が漫然状態である可能性が高いので、ステップ94へ移行し、警報出力部16によって警報を出力させることで、漫然状態である可能性が高い運転者に対して注意を促す。また、ステップ96でアクセルペダル反力調整部18によってアクセルペダルの反力を増加させると共に、次のステップ98では、ブレーキペダル反力調整部20によってブレーキペダルの反力を減少させる。これにより、警報出力部16が出力した警報が、周囲の騒音等の影響で運転者に明瞭に聴取されなかった場合にも、運転者に対して確実に注意を促すことができる。ステップ98の処理を行うとステップ52に戻り、ステップ52以降の処理を繰り返す。   If the determination in step 92 is negative, the determinations in steps 84, 88, and 92 are all negative, and it can be determined that the driver is not in a random state. Therefore, the process returns to step 52 without performing any processing. The process after 52 is repeated. On the other hand, if the determination in any of steps 84, 88, and 92 is affirmed, the driver is likely to be in a loose state. Therefore, the process proceeds to step 94 and the alarm output unit 16 outputs an alarm. Call attention to a driver who is likely to be in a sparse state. In step 96, the accelerator pedal reaction force adjusting unit 18 increases the accelerator pedal reaction force, and in the next step 98, the brake pedal reaction force adjusting unit 20 decreases the brake pedal reaction force. Thereby, even when the alarm output from the alarm output unit 16 is not clearly heard by the driver due to the influence of ambient noise or the like, the driver can be surely cautioned. If the process of step 98 is performed, it will return to step 52 and the process after step 52 will be repeated.

なお、上述したステップ80〜ステップ98は図4(B)に示す漫然状態検出部32によって行われる処理であり、このうちのステップ80〜ステップ92は本発明に係る判定手段(より詳しくは請求項2,5,6に記載の判定手段)に対応している。   Steps 80 to 98 described above are processes performed by the random state detection unit 32 shown in FIG. 4B, and among these, steps 80 to 92 are determination means according to the present invention (more specifically, claims). This corresponds to the determination means described in 2, 5, and 6).

このように、本実施形態では、振幅が所定値A以下のサッカードの割合、方向(方位)が縦方向に分類される範囲内のサッカードの割合、及び、視線位置が集中している箇所を各々求め、「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」、「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」及び「視線位置が集中している箇所の数が2以上」の各条件の何れかを満たした場合に、運転者が漫然状態と判定するので、車両前方を撮像して得られた画像から立体物や先行車両に相当すると推定される画像領域を抽出する等の複雑な画像処理を必要としない簡易な処理により、運転者の漫然状態を判定することができ、運転者の顔の向き等によって漫然状態の判定精度が大幅に低下することも回避することができる。   As described above, in this embodiment, the ratio of saccades whose amplitude is equal to or less than the predetermined value A, the ratio of saccades within the range where the direction (azimuth) is classified in the vertical direction, and the locations where the line-of-sight positions are concentrated. "The ratio of saccades whose amplitude is less than or equal to a predetermined value A is larger than the threshold value Ta", "The ratio of saccades within the range in which the direction (direction) is classified in the vertical direction is smaller than the threshold value Td" And “the number of locations where the line-of-sight positions are concentrated is 2 or more”, the driver determines that the driver is in a random state. A simple process that does not require complex image processing, such as extracting an image area that is estimated to correspond to an object or a preceding vehicle, can determine the driver's casual state, depending on the driver's face orientation, etc. Avoiding a drastic drop in the accuracy of determination Rukoto can.

なお、上記では「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」、「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」及び「視線位置が集中している箇所の数が2以上」の各条件の何れかを満たした場合に、運転者が漫然状態と判定する態様を説明したが、これに限定されるものではなく、例えば上記各条件のうちの2以上の条件を満たした場合に漫然状態と判定するようにしてもよいし、例えば「視線位置が集中している箇所の数が2以上」の条件を満たした場合は他の条件の結果に拘わらず漫然状態と判定する一方、「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」及び「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」の両条件については、他の1以上の条件も満たした場合に漫然状態と判定する等のように、漫然状態と判定する条件の数を各条件で一定としなくてもよい。本発明はこれらの態様も権利範囲に含むものである。   In the above, “the ratio of saccades whose amplitude is equal to or less than the predetermined value A is larger than the threshold Ta”, “the ratio of saccades within the range in which the direction (direction) is classified in the vertical direction is smaller than the threshold Td”. In addition, although the description has been given of the mode in which the driver determines that the driver is in an indeterminate state when any of the conditions “the number of locations where the line-of-sight positions are concentrated is 2 or more” is described, the present invention is not limited to this. For example, when two or more of the above conditions are satisfied, it may be determined as a random state. For example, the condition that “the number of locations where the line-of-sight positions are concentrated is two or more” is satisfied. In this case, it is determined that the state is indiscriminate regardless of the result of other conditions, while “the ratio of saccades whose amplitude is equal to or less than a predetermined value A is greater than the threshold Ta” and “range in which the direction (azimuth) is classified in the vertical direction "The ratio of saccades is smaller than the threshold Td" For, as such determines that absentminded state if it meets also one or more other conditions, the number of conditions for determining the absentminded state may not be constant at each condition. The present invention also includes these aspects.

また、上記では「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」、「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」及び「視線位置が集中している箇所の数が2以上」の各条件の何れかを満たした場合に運転者が漫然状態と判定し、警報の出力、アクセルペダルの反力増加及びブレーキペダルの反力減少を一律に行う態様を説明したが、これに限定されるものではなく、例えば条件を満たした条件の数が多くなるに従って、出力する警報のレベルを高くしたり、アクセルペダルやブレーキペダルの反力変更量を増大させるようにしてもよい。   Further, in the above, “the ratio of saccades whose amplitude is equal to or less than the predetermined value A is larger than the threshold value Ta”, “the ratio of saccades within the range in which the direction (direction) is classified in the vertical direction is smaller than the threshold value Td”. And when the driver satisfies any of the conditions “the number of locations where the line-of-sight position is concentrated is 2 or more”, the driver determines that the state is indeterminate, outputs an alarm, increases the reaction force of the accelerator pedal, and Although the aspect of uniformly reducing the reaction force has been described, the present invention is not limited to this. For example, as the number of conditions that satisfy the condition increases, the level of the alarm to be output increases, the accelerator pedal or the brake pedal The reaction force change amount may be increased.

また、上記では振幅が所定値A以下のサッカードの割合の判定(図5のステップ84)に用いる閾値Ta、方向(方位)が縦方向に分類される範囲内のサッカードの割合の判定(図5のステップ88)に用いる閾値Tdとして、予め設定された値を各々用いる態様を説明したが、本発明はこれに限定されるものではなく、運転者が車両の運転を開始した当初の期間(例えば車両のイグニッションがオンされて漫然状態判定処理の実行を開始した当初の期間)に、振幅が所定値A以下のサッカードの割合を演算して閾値Taに設定すると共に、方向(方位)が縦方向に分類される範囲内のサッカードの割合を演算して閾値Tdに設定するようにしてもよい。これは、例えば図5に示す漫然状態判定処理を、ステップ80の判定が最初に肯定されたときには、ステップ84,86の判定に代えて、振幅が所定値A以下のサッカードの割合を演算して閾値Taに設定すると共に、方向(方位)が縦方向に分類される範囲内のサッカードの割合を演算して閾値Tdに設定する処理を行うように変更することで実現できる。閾値Ta,Tdの最適値は個々の運転者毎に相違する可能性があるが、上記処理を行うことで、閾値Ta,Tdとして個々の運転者毎に最適な値を用いることができ、運転者の漫然状態の判定精度を向上させることができる。上記態様は請求項4記載の発明に対応している。   In the above description, the threshold Ta used for the determination of the ratio of saccades whose amplitude is equal to or less than the predetermined value A (step 84 in FIG. 5) and the determination of the ratio of saccades within the range in which the direction (direction) is classified in the vertical direction ( Although a mode in which preset values are used as the threshold values Td used in step 88) in FIG. 5 has been described, the present invention is not limited to this, and the initial period when the driver starts driving the vehicle. For example, during the initial period when the vehicle ignition is turned on and the execution of the sloppy state determination process is started, the ratio of saccades whose amplitude is equal to or less than a predetermined value A is calculated and set to the threshold Ta, and the direction (azimuth) The ratio of saccades within a range classified in the vertical direction may be calculated and set as the threshold value Td. For example, when the determination of step 80 shown in FIG. 5 is first affirmed, the ratio of saccades whose amplitude is a predetermined value A or less is calculated instead of the determination of steps 84 and 86. The threshold value Ta is set, and the ratio of the saccades within the range in which the direction (orientation) is classified in the vertical direction is calculated and changed to perform processing for setting the threshold value Td. The optimum values of the threshold values Ta and Td may be different for each driver. However, by performing the above processing, the optimum values for the individual drivers can be used as the threshold values Ta and Td. It is possible to improve the determination accuracy of a person's ill-mannered state. The above aspect corresponds to the invention described in claim 4.

更に、「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」、「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」及び「視線位置が集中している箇所の数が2以上」の各条件を全て用いて運転者の漫然状態を判定する態様を説明したが、本発明はこれに限定されるものではなく、例えば「視線位置が集中している箇所の数が2以上」の条件を用いずに運転者の漫然状態を判定するようにしてもよいし、「振幅が所定値A以下のサッカードの割合が閾値Taよりも大きい」と「方向(方位)が縦方向に分類される範囲内のサッカードの割合が閾値Tdよりも小さい」の何れか一方のみを用いて運転者の漫然状態を判定するようにしてもよい。本発明はこれらの態様も権利範囲に含むものである。   Furthermore, “the ratio of saccades whose amplitude is equal to or smaller than a predetermined value A is larger than the threshold Ta”, “the ratio of saccades within a range in which the direction (direction) is classified in the vertical direction is smaller than the threshold Td” and “ Although the embodiment has been described in which the driver's casual state is determined by using all the conditions that the number of locations where the line-of-sight positions are concentrated is 2 or more, the present invention is not limited to this. The driver's casual state may be determined without using the condition that the number of locations where the positions are concentrated is 2 or more, or “the ratio of saccades whose amplitude is equal to or less than a predetermined value A is greater than the threshold Ta. The ratio of the saccade within the range in which the direction (direction) is classified in the vertical direction is smaller than the threshold value Td. Good. The present invention also includes these aspects.

また、上記では運転者の顔を撮像することで得られた顔画像データに基づいて運転者の眼球の運動を測定する態様を説明したが、これに限定されるものではなく、例えば運転者の頭部の複数箇所(例えば左右のこめかみ及び眼球の上下)に貼付した電極から入力される信号に基づきEOG(electro-oculograph)法を適用して眼球の運動を測定する等、他の測定方法によって眼球の運動を測定する構成を採用することも可能である。   Moreover, although the aspect which measures the movement of a driver | operator's eyeball based on the face image data obtained by imaging a driver | operator's face was demonstrated above, it is not limited to this, For example, a driver | operator's eyeball is not limited to this. By measuring the movement of the eyeball by applying the EOG (electro-oculograph) method based on the signals input from the electrodes attached to multiple locations on the head (for example, the left and right temples and the top and bottom of the eyeball) It is also possible to employ a configuration for measuring the movement of the eyeball.

また、上記では本発明に係る判定対象者として車両の運転者を適用した態様を説明したが、本発明に係る判定対象者は車両の運転者に限られるものではなく、本発明は、自動車以外の任意の機器を操作する操作者等の任意の人間を判定対象者として漫然状態の判定を行うことが可能であることは言うまでもない。   Moreover, although the aspect which applied the driver | operator of the vehicle as a determination subject person according to the present invention has been described above, the determination subject person according to the present invention is not limited to the vehicle driver, and the present invention is other than a car. Needless to say, it is possible to make a vague state determination using an arbitrary person such as an operator who operates an arbitrary device as a determination target.

更に、上記では本発明に係る漫然状態判定プログラムがコンピュータ22の記憶部22Cに予め記憶(インストール)されている態様を説明したが、本発明に係る漫然状態判定プログラムは、CD−ROMやDVD−ROM等の記録媒体に記録されている形態で提供することも可能である。   Further, in the above description, the mode in which the random state determination program according to the present invention is stored (installed) in advance in the storage unit 22C of the computer 22 has been described. However, the random state determination program according to the present invention can be a CD-ROM or DVD- It is also possible to provide the information recorded in a recording medium such as a ROM.

10 漫然状態判定装置
12 顔撮影カメラ
16 警報出力部
18 アクセルペダル反力調整部
20 ブレーキペダル反力調整部
22 コンピュータ
26 眼球運動測定部
28 サッカード解析部
30 視線解析部
32 漫然状態検出部
34 漫然状態判定処理部
DESCRIPTION OF SYMBOLS 10 Fragile state determination apparatus 12 Face photographing camera 16 Alarm output part 18 Accelerator pedal reaction force adjustment part 20 Brake pedal reaction force adjustment part 22 Computer 26 Eye movement measurement part 28 Saccade analysis part 30 Line-of-sight analysis part 32 Mantle state detection part 34 State determination processing section

Claims (8)

判定対象者の眼球の運動を測定する眼球運動測定手段と、
前記眼球運動測定手段による前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出するサッカード抽出手段と、
前記サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向の少なくとも一方を演算する演算手段と、
任意の期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する判定手段と、
を含む漫然状態判定装置。
Eye movement measuring means for measuring the movement of the eyeball of the determination target person;
Saccade extraction means for extracting saccade in the eye movement based on the measurement result of the eye movement by the eye movement measurement means;
A computing means for computing at least one of amplitude and direction in the saccade extracted by the saccade extracting means;
Whether or not the ratio of saccades whose amplitude calculated by the calculation means out of the saccades extracted by the saccade extraction means within an arbitrary period is not more than a first predetermined value is not less than a second predetermined value, and Whether or not the ratio of the saccade within the range including the vertical direction or the direction calculated by the calculation means out of the saccades extracted by the saccade extraction means within a period is equal to or less than a third predetermined value; Determining means for determining at least one of the conditions, and determining that the determination target person is in a loose state when at least one of the determined conditions is satisfied;
A simple state determination device.
前記演算手段は前記サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向を各々演算し、
前記判定手段は、前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件を各々判定し、前記各条件のうちの少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する請求項1記載の漫然状態判定装置。
The calculation means calculates the amplitude and direction in the saccade extracted by the saccade extraction means,
The determination means is configured to determine whether a ratio of saccades having an amplitude calculated by the calculation means of the saccades extracted by the saccade extraction means is equal to or greater than a second predetermined value, and Each condition of whether or not the ratio of the saccade within the range including the vertical direction or the direction including the vertical direction among the saccades extracted by the saccade extraction means is equal to or less than a third predetermined value, respectively 2. The random state determination device according to claim 1, wherein the determination target person determines that the determination target person is in a random state when at least one of the conditions is satisfied.
前記サッカード抽出手段は、前記眼球運動測定手段による前記眼球の運動の測定結果に基づき前記眼球の回転速度の推移を演算し、前記眼球の回転速度が第4所定値以上を維持していた期間における前記眼球の運動を前記サッカードとして抽出する請求項1又は請求項2記載の漫然状態判定装置。   The saccade extraction means calculates a transition of the rotation speed of the eyeball based on the measurement result of the eyeball movement by the eyeball movement measurement means, and the period during which the rotation speed of the eyeball maintains a fourth predetermined value or more The random state determination device according to claim 1, wherein the movement of the eyeball is extracted as the saccade. 前記判定対象者は機器の操作を行なう操作者であり、
前記判定対象者が前記機器の操作を開始した当初の期間に、前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合、及び、前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合のうち、前記判定手段が行う判定に対応するパラメータを求め、求めたパラメータを前記第2所定値又は前記第3所定値として設定する設定手段を更に備えた請求項1〜請求項3の何れか1項記載の漫然状態判定装置。
The determination target person is an operator who operates the device,
The ratio of saccades whose amplitude calculated by the calculation means out of the saccades extracted by the saccade extraction means during the initial period when the judgment subject starts operating the device, is less than or equal to a first predetermined value, And corresponding to the determination performed by the determination means out of the ratio of the saccades extracted by the saccade extraction means within the range in which the direction calculated by the calculation means includes the vertical direction or the vertical direction. 4. The casual state determination device according to claim 1, further comprising setting means for obtaining a parameter and setting the obtained parameter as the second predetermined value or the third predetermined value.
前記判定対象者の顔を撮像する顔撮像手段と、
前記顔撮像手段による撮像によって得られた画像に基づいて前記判定対象者の顔の向きを判定し、前記眼球運動測定手段による前記眼球の運動の測定結果及び判定した前記判定対象者の顔の向きに基づいて前記判定対象者の視線位置を演算することを繰り返す視線位置演算手段と、
を更に備え、
前記判定手段は、前記各条件の1つとして、任意の期間内に前記視線位置演算手段によって演算された視線位置が集中している箇所が複数存在しているか否かも判定し、当該条件も含む前記各条件のうちの少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する請求項1〜請求項4の何れか1記載の漫然状態判定装置。
Face imaging means for imaging the determination subject's face;
The orientation of the determination target person is determined based on an image obtained by imaging by the face imaging means, and the measurement result of the eye movement by the eye movement measurement means and the determined orientation of the determination target person's face Line-of-sight position calculating means for repeatedly calculating the line-of-sight position of the person to be determined based on
Further comprising
The determination means also determines whether or not there are a plurality of locations where the line-of-sight positions calculated by the line-of-sight position calculation means exist within an arbitrary period as one of the conditions, and includes the conditions The muffled state determination device according to claim 1, wherein the determination target person determines that the determination target person is in a muddy state when at least one of the conditions is satisfied.
前記視線位置演算手段は、前記眼球の運動の測定結果及び判定した前記判定対象者の顔の向きに基づいて前記判定対象者の視線方向を演算し、演算した視線方向に基づいて、前記判定対象者によって注視される空間を表す画像上での前記判定対象者の視線方向の位置を前記判定対象者の視線位置として演算することを繰り返し、
前記判定手段は、前記画像のうち、前記任意の期間内に前記視線位置演算手段によって演算された視線位置に相当する画素又は前記任意の期間内に前記視線位置演算手段によって視線位置として演算された頻度が所定値以上の画素のみから成り、かつ前記視線位置に相当しない画素又は前記任意の期間内に前記視線位置演算手段によって視線位置として演算された頻度が所定値未満の画素で周囲を囲まれた領域を前記視線位置が集中している箇所として認識する請求項5記載の漫然状態判定装置。
The line-of-sight position calculating means calculates the eye direction of the determination target person based on the measurement result of the movement of the eyeball and the determined orientation of the face of the determination object person, and based on the calculated line-of-sight direction, the determination target Repeatedly calculating the position of the determination target person's line of sight on the image representing the space being watched by the person as the determination target person's line of sight,
The determination unit is a pixel corresponding to the line-of-sight position calculated by the line-of-sight position calculation unit within the arbitrary period or the line-of-sight position calculated by the line-of-sight position calculation unit within the arbitrary period. Surrounded by pixels that have only a frequency that is greater than or equal to a predetermined value and that do not correspond to the line-of-sight position, or pixels that have a frequency calculated as the line-of-sight position by the line-of-sight position calculation means within the arbitrary period. The random state determination apparatus according to claim 5, wherein the region is recognized as a location where the line-of-sight position is concentrated.
判定対象者の眼球の運動を測定し、
前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出し、
前記抽出したサッカードにおける振幅及び方向の少なくとも一方を演算し、
任意の期間内に抽出したサッカードのうち前記演算した振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に抽出したサッカードのうち前記演算した方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する漫然状態判定方法。
Measure the eye movement of the person being judged,
Extracting saccades in the eye movement based on the measurement results of the eye movement;
Calculating at least one of amplitude and direction in the extracted saccade;
Of the saccades extracted within an arbitrary period, whether or not the ratio of saccades whose calculated amplitude is less than or equal to a first predetermined value is greater than or equal to a second predetermined value, and among the saccades extracted within the period Whether or not the ratio of the saccade within the range including the vertical direction or the vertical direction is equal to or less than the third predetermined value is determined, and at least one of the determined conditions is satisfied In this case, the method for determining a sloppy state in which the determination target person determines to be a sloppy state.
コンピュータを、
判定対象者の眼球の運動を測定する眼球運動測定手段、
前記眼球運動測定手段による前記眼球の運動の測定結果に基づき前記眼球の運動におけるサッカードを抽出するサッカード抽出手段、
前記サッカード抽出手段によって抽出されたサッカードにおける振幅及び方向の少なくとも一方を演算する演算手段、
及び、任意の期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された振幅が第1所定値以下のサッカードの割合が第2所定値以上か否か、及び、前記期間内に前記サッカード抽出手段によって抽出されたサッカードのうち前記演算手段によって演算された方向が垂直方向又は垂直方向を含む範囲内のサッカードの割合が第3所定値以下か否か、の各条件の少なくとも一方を判定し、判定を行った条件のうち少なくとも1つを満足した場合に前記判定対象者が漫然状態と判定する判定手段
として機能させるための漫然状態判定プログラム。
Computer
Eye movement measuring means for measuring the movement of the eyeball of the person to be judged,
Saccade extraction means for extracting saccade in the eye movement based on the measurement result of the eye movement by the eye movement measurement means;
A computing means for computing at least one of amplitude and direction in the saccade extracted by the saccade extracting means;
And whether or not the ratio of the saccade whose amplitude calculated by the calculation means is less than or equal to a first predetermined value among the saccades extracted by the saccade extraction means within an arbitrary period is equal to or greater than a second predetermined value, and Whether or not the ratio of the saccades within the range including the vertical direction or the direction calculated by the calculation means out of the saccades extracted by the saccade extraction means within the period is equal to or less than a third predetermined value. A random state determination program for causing at least one of the above conditions to be determined and functioning as determination means for determining that the determination target person is in a random state when at least one of the determined conditions is satisfied.
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