AI Computer Vision Integration
From inspection requirement to accepted production system.
STATGATOR approaches computer vision as an integration discipline—not simply a model-training exercise.
Complete lifecycle
Every decision affects the system that follows.
Station design determines what images can be collected. The images determine what can be learned. Validation determines whether the complete system can be trusted in production.
01
Requirements and statement of work
02
Feasibility and inspection planning
03
Camera, lens and lighting selection
04
Station, fixture and product presentation
05
Image collection and annotation strategy
06
Configuration, training and benchmarking
07
Validation and false-positive/false-negative analysis
08
HMI and production integration
09
Deployment, acceptance and sign-off
Start to finish
The integration process
A production AI vision system is built as a complete integration. Each stage establishes the conditions required for the next.
Define
Define the inspection objective, constraints, responsibilities and acceptance criteria. A strong statement of work aligns expectations before hardware is installed or data is collected.