Annotation labeling: Review the dashcam videos that matter most

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Critical High Medium Low False
Smoking Drug usage will trigger a critical label Drug usage Smoking cigarettes is always labeled medium risk Smoking is never labeled low risk Driver didn’t smoke
Yawning Yawning never triggers a critical label Yawning is never labeled high risk The same driver yawned more than 5 times in the same day The same driver yawned 5 times or less in the same day Driver didn’t yawn
No face detected No face detected never triggers a critical label Driver purposefully hid their face in order to avoid being recorded while driving over 30 mph (48 km/hr) Driver purposefully hid their face in order to avoid being recorded while driving under 30 mph (48 km/hr) No face detected is never labeled low risk. Driver didn’t hide their face, the camera was covered, or the driver was wearing a mask.
Distracted Distracted never triggers a critical label Driver was looking at their phone, at road-side objects, or behind their seat for over 5 seconds and while driving over 30 mph (48 km/hr) Driver was looking at their phone, at road-side objects, or behind their seat for over 3 seconds and while driving under 30 mph (48 km/hr) Distracted is never labeled low risk 1. Driver was looking at the road ahead
2. Driver was wearing sunglasses
Eyes closed Eyes closed never triggers a critical label Driver’s eyes were closed over 5 consecutive seconds and more than 2 times during the same day Driver’s eyes were closed over 5 consecutive seconds Eyes closed is never labeled low risk 1. Driver wasn’t closing their eyes
2. Driver was wearing sunglasses
3. Driver closed eyes for less than 5 sec. during the video
4. Eyes and face weren’t detected because of low ligh
Phone use Phone use never triggers a critical label Driver was consistently looking at their phone’s screen Driver made a phone call Phone use is never labeled low risk Driver wasn’t using phone
Coverd Covered cameras never trigger a critical label Covered cameras are never labeled high risk Covered cameras are never labeled medium risk Camera is at least 20% covered or shows the wrong perspective The camera wasn’t covered