AI / Machine Learning / cv-01

Real-Time Object Detection Plant Floor

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

Real-Time Object Detection Plant Floor project visual

Commercial Scale

$35,700 USD

Risk Reduced

Automation Reliability

Executive Situation

Manufacturing supervisors needed live detection of tools, bins, and safety-zone violations across camera feeds without sending all video to the cloud.

Modular Solutions Response

We trained plant-specific detectors, optimized them with TensorRT, and deployed inference to edge devices near each line. Events are deduplicated and streamed to dashboards with camera, zone, object class, and confidence metadata.

Industry

Manufacturing

Category

Computer Vision & Spatial Intelligence

Specialty

Production

Evidence Basis

Model + MLOps

YOLOv8OpenCVTensorRTJetson

parameters

43M detector

latency

24ms frame p95

training

77 GPU hours

loss

L = BCE(cls) + CIoU(box) + DFL

Enterprise Security Gate

Network Access Restricted.

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