← All projects

3D Port Container Scanner

ML over 3D scans of shipping containers at an Istanbul port, raising throughput while cutting misreads.

2019Computer Vision3D ScanningIndustrial MLC++
Status
Deployed
Deployed
  • Istanbul, Turkey — commercial port terminal
A shipping container passing through an industrial scanning gantry at a port at night

A scanning rig for containers moving through a working port terminal in Istanbul, with ML models interpreting the 3D capture to classify and verify contents.

The wins were operational rather than academic: more containers processed per hour, and fewer misreads than the manual process it replaced. In a port, throughput is the metric — a model that’s slightly more accurate but slower makes things worse.

ISSD Bilişim Elektronik A.Ş.