AI / Machine Learning / cv-14

Traffic Intersection Vision Analytics

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

Traffic Intersection Vision Analytics project visual

Commercial Scale

$20,400 USD

Risk Reduced

Automation Reliability

Executive Situation

Urban planners needed accurate vehicle, bicycle, and pedestrian counts from existing cameras during peak traffic windows and construction detours.

Modular Solutions Response

We combined detection, multi-object tracking, lane geometry calibration, and occlusion recovery to produce movement counts. Dashboards show turn paths, wait-time estimates, and conflict events while respecting camera privacy constraints.

Industry

Construction

Category

Computer Vision & Spatial Intelligence

Specialty

Optimized

Evidence Basis

Model + MLOps

ByteTrackYOLOXTimescaleDBMapbox

parameters

54M detection + tracker stack

latency

31ms frame update

training

62 GPU hours

loss

L = CE(cls) + IoU(box) + IDF

Enterprise Security Gate

Network Access Restricted.

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