Preventing truck crashes: A dashcam-based approach for detecting  'microsleep' behavior

Preventing truck crashes: A dashcam-based approach for detecting 'microsleep' behavior

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Truck drivers unintentionally taking.
Truck drivers unintentionally taking 'microsleeps' of a few seconds can cause terrible traffic accidents, but efforts and technologies aiming to prevent the problem have focused mainly on monitoring driver eye activity while missing a host of other key indicators of the problem.

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Three seconds asleep at the wheel

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KeepTruckin uses Ambarella AI chips to monitor truck drivers

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Comparison of the FORM and Monte‐Carlo approximations

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8 Ways A Dual DashCam Benefits Your Fleet

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PDF) Automatically Detected Microsleep Episodes in the Fitness-to-Drive Assessment

https://www.researchgate.net/publication/331566305/figure/fig4/AS:11431281179167868@1691158157092/Probability-of-accident-affect-by-road-camber-and-road-radius-The-mean-values-used-for_Q320.jpg

Probability of accident affect by road camber and road radius. The mean

https://www.researchgate.net/publication/44594535/figure/fig1/AS:394378834137089@1471038649065/Crash-Risk-among-Individuals-with-OSA-Compared-to-Controls-Random-effects-Meta-analysis.png

Crash Risk among Individuals with OSA Compared to Controls

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PDF) Fatigue at the wheel: A non-visual approach to truck driver fatigue detection by multi-feature fusion

https://www.researchgate.net/publication/363679018/figure/fig5/AS:11431281085228866@1663679360513/In-foggy-weather-maximum-speed-of-the-following-vehicle-for-different-speeds-of-the.png

In foggy weather: maximum speed of the following vehicle for different

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HCSS Launches ADPlus Dashcam From: Heavy Construction Systems Specialists, Inc. (HCSS)

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Driver Drowsiness Detection System Using Machine Learning - Issuu