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FleetUp AI Dashcam Annotation Labeling Guide

Outward camera video

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”Image” 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.
High Medium Low False
Harsh braking Obviously Dangerous Moment Detected Over 65mph (105 Km/h) Under 65 mph (105 km/h) Driver is not braking during the video.
Harsh acceleration Dangerous Moment Detected Reach 70mph (112 Km/h) Under 70mph (112 Km/h) Driver is not accelerating suddenly during the video and the road-view environment is safe.
Sharp turn Dangerous Moment Detected Reach 70mph (112 Km/h) Under 70mph (112 Km/h) No sharp turns happening during the video.
Impact / Collision Collisions with cars, objects, and people will always be labeled high risk Impact/collision to cars or objects will always be labeled as high risk. Impact/collision to cars or objects will always be labeled as high risk. No impact to the other car or road-side objects

Inward camera video

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High Medium Low False
Smoking Smoking is always considered a Medium-risk EXCEPT for Drug Usage. Smoking is always considered a Medium-risk Smoking is always considered a Medium-risk. Driver is not smoking during the video.
Yawning Yawning is NEVER high risk. Exhibited Behavior Yawning is NEVER low risk. Driver is not yawning during the video.
No Seatbelt Driver is not wearing a seatbelt during operations. No Seatbelt is NEVER medium risk. No Seatbelt is NEVER low risk. Driver is not wearing a seatbelt while the car is stationary.
Distracted Driver is distracted, and is looking at their phone or other road-side objects, looking behind to their backseat for over 5 sec. Driver is not paying attention to the road for over 3 sec. Distracted is NEVER low risk. 1. Driver is looking forward. (not distracted)
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 low risk. 1. Driver is not closing their eyes.
2. Driver is wearing sunglasses.
3. Eyes/Face are not detected because of low light. (within the cabin)
Phone Calling Texting & searching included (driver consistently looks at the screen for texts); driver must be physically touching the phone. Phone calling at any point during the video. Phone use is NEVER low risk Driver is not using a phone during the video.

ADAS events

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High Medium Low False
Pedestrian collision Vehicle makes contact with a person. Pedestrian Collision is NEVER medium risk. Pedestrian Collision is NEVER low risk. No impact observed in the video.
Forward collision Vehicle makes contact with a car or object. Forward Collision is NEVER medium risk. Forward Collision is NEVER low risk. No impact observed in the video.
Close headway Driver is following another vehicle too closely at over 65 mph (105 km/h). Driver is following another vehicle too closely at 35–65 mph (56–105 km/h). Driver is following another vehicle too closely at under 35 mph (56 km/h). Safe following distance is maintained throughout the event.
Lane departure Vehicle crosses lane markings with driver showing visible signs of drowsiness or distraction (e.g., eyes closing, erratic steering). Lane Departure is NEVER medium risk. Vehicle crosses lane markings with no visible signs of impairment — appears to be an unintentional drift. No lane departure detected, or drift appears intentional (e.g., avoiding an obstacle or merging).