3D Port Container Scanner
ML over 3D scans of shipping containers at an Istanbul port, raising throughput while cutting misreads.
- Istanbul, Turkey — commercial port terminal

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.