association of subjective and interpretive drowsiness with facial dynamic changes in simulator driving

نویسندگان

mohsen karchani

adel mazloumi

gebraeil nasl saraji

arash akbarzadeh

چکیده

background : major injuries and death in accidents have roots in drowsiness. sleepiness is a main result of insufficient sleep. it is vital to explore drowsiness and its level. there are various sorts of methods in the forms of subjective and objective approaches. the goal of this study was to detect the association of subjective and interpretive drowsiness with facial dynamic changes. methods: this experimental study was conducted in the virtual reality lab, in khaje-nasir toosi university of technology , tehran iran on 40 drivers in 2015. facial dynamic changes (eyes, mouth and eyebrows), karolinska sleepiness scale (kss) and observer rating of drowsiness (ord) were applied. the neural network and viola-jones were utilized for facial characteristics detection. statistical analyses were conducted using spss version 21. result: thirty-four drivers got drowsy during the test. they were selected randomly among suburban drivers at the age in a range of 26 to 60 yr old. descriptive statistics of the dynamic changes in eyebrows, mouth and eyes showed that these features were of meaningful changes with respect to the level of drowsiness during driving. a relationship between the dynamic changes of facial features and ord was recognized. moreover, there was a significant relationship between facial expression and drowsiness (p<0.05). conclusion s: results of kss and ord illustrated that there were dynamic changes in eyes and mouth and eyebrow parameters while driver felt sleepy. this research is helpful in a way that specific changes in elements of face could be effective to provide tools to predict drowsiness.

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منابع مشابه

Association of Subjective and Interpretive Drowsiness with Facial Dynamic Changes in Simulator Driving.

BACKGROUND Major injuries and death in accidents have roots in drowsiness. Sleepiness is a main result of insufficient sleep. It is vital to explore drowsiness and its level. There are various sorts of methods in the forms of subjective and objective approaches. The goal of this study was to detect the association of subjective and interpretive drowsiness with facial dynamic changes. METHODS ...

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determination the levels of subjective and observer rating of drowsiness and their associations with facial dynamic changes

background: we determined the levels of subjective and observer drowsiness and facial dynamics changes. methods: this experimental study was done in the virtual reality laboratory of khaje-nasir toosi university of technology in 2015. facial dynamics changes like changes in eyes, mouth and eyebrows were surveyed on twenty-five drivers in 2015bykss (karolinska sleepiness scale) and ord (observer...

متن کامل

Determination the Levels of Subjective and Observer Rating of Drowsiness and Their Associations with Facial Dynamic Changes

BACKGROUND We determined the levels of subjective and observer drowsiness and facial dynamics changes. METHODS This experimental study was done in the virtual reality laboratory of Khaje-Nasir Toosi University of Technology in 2015. Facial dynamics changes like changes in eyes, mouth and eyebrows were surveyed on twenty-five drivers in 2015byKSS (Karolinska Sleepiness Scale) and ORD (Observer...

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عنوان ژورنال:
journal of research in health sciences

جلد ۱۵، شماره ۴، صفحات ۲۵۰-۰

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