FleetUp AI Dashcam Annotation Labeling Guide
Outward camera video
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Critical: Three types of dashcam recordings will trigger a critical label:1. Physical impacts with cars, objects, and people.
2. Running red lights and stop signs.
3. Driver drug usage.
Covered: Camera is at least 20% covered or has been moved so the camera does not show the face of the driver.
| Harsh braking | Obvious dangerous braking | Over 65 mph (105 km/h) on a narrow road or in traffic | Under 65 mph (105 km/h) | Driver didn’t brake |
| Harsh acceleration | Obvious dangerous acceleration | Over 70 mph (112 km/h) on a narrow road or in traffic | Under 70 mph (112 km/h) | Driver didn’t accelerate or accelerated safely on a clear road |
| Sharp turn | Obvious dangerous turn | Over 70 mph (112 km/h) on a narrow road or in traffic | Under 70 mph (112 km/h) | Driver didn’t make any sharp turns |
| Collision | Collisions with cars, objects, and people will always be labeled high risk | Collision is never labeled medium risk | Collision is never labeled low risk | There was no collision |
Inward camera video
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| Smoking | Drug usage | Smoking cigarettes is always labeled medium risk | Smoking is never labeled low risk | Driver didn’t smoke |
| Yawning | 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 | 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 | 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 | 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 light |
| Phone use | 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 |