02 · QA WORKBENCH
VIAI Detector Lab
See each step's contribution.
Load a recipe, feed it an uploaded image or the live camera, and step through all 13 stages of the inspection, each with its result and timing. Save the tuned values back to the recipe.

13
Inspectable pipeline stages
Live
Camera or uploaded image
Per stage
Result and timing
1 click
Save tuned values to recipe
PROBLEM → SOLUTION
What it fixes on your line.
PROBLEM
The inspector rejects good parts and nobody knows why.
SOLUTION
Stage-by-stage view
Step through all 13 stages and see which one made the call.
PROBLEM
Tuning thresholds is guesswork.
SOLUTION
Live metrics
See performance and timing change as you tune, on real parts.
PROBLEM
Hard to show what the model actually sees.
SOLUTION
Anomaly heat map
Heat map, product mask and defect boxes drawn on the image.
PROBLEM
Lab settings behave differently on the line.
SOLUTION
One scale, lab to line
The same scoring code runs in the lab and on the appliance.
HOW IT WORKS
Tune on real parts, not guesses.
01
LOAD
Load a recipe
Pick the product recipe and feed it an image or the live camera.
02
STEP
Step through the stages
Motion, tracking, anomaly model, defect extraction, classifier, scoring, decision.
03
SAVE
Save the balance
Write tuned values back to the recipe used on the line.
THE PIPELINE
13 stages. Every one inspectable.
- 01Capture
- 02Motion
- 03Tracking
- 04Trigger
- 05Product mask
- 06Anomaly model
- 07Defect extraction
- 08Classifier
- 09Defect classes
- 10Zones
- 11Scoring
- 12Decision
- 13Evidence
Each stage shows its result and its timing.
FEATURES
What you get.
01
Anomaly heat map
Heat map, product mask and defect boxes on the image.
02
Side-by-side comparison
Good and defective parts next to each other.
03
Live metrics
Performance metrics and timing for every stage.
04
13 inspectable stages
From motion and trigger to scoring, decision and evidence.
05
Save to recipe
Tuned values go straight back to the product recipe.
06
One scale, lab to line
A threshold set here means the same on the appliance.
SCREENSHOTS
See it in use.

Heat map on a bottle with a large break

Heat map on a contaminated bottle
USE CASES
Where plants use it.
QA ENGINEER
Reducing false rejects
Loosen cosmetic tolerances without missing critical defects.
QA MANAGER
Investigating an escape
Replay the part and see which stage missed it.
INTEGRATOR
Commissioning a station
Check every stage on the real camera before go-live.