AI / Machine Learning / cv-09

Fleet Camera Driver Safety Model

Turns image and video streams into automated inspection, safety, and operational intelligence.

Fleet Camera Driver Safety Model project visual

Commercial Scale

$24,100 USD

Risk Reduced

Quality Exposure

Executive Situation

Fleet operations needed reliable detection of distraction, seatbelt, fatigue, and handheld-device events without overwhelming reviewers with false positives.

Modular Solutions Response

We fused pose landmarks, object detectors, and temporal smoothing across driver-facing video clips. The scoring system requires event persistence and camera-quality checks before sending a clip to review.

Industry

Manufacturing

Category

Computer Vision & Spatial Intelligence

Specialty

Production

Evidence Basis

Model + MLOps

MediaPipeYOLOv8KafkaPostgreSQL

parameters

39M multimodal video model

latency

57ms frame group

training

69 GPU hours

loss

L = CE(event) + temporal consistency

Enterprise Security Gate

Network Access Restricted.

Detailed files, client-specific assumptions, and delivery channels remain controlled.