Industrial visual evidence with explicit origins.
Industrial Visual Conditions is a demonstration collection for evaluating whether visual models can distinguish nominal and noteworthy states across packaging, guarded automation and warehouse settings.
It combines simulated source observations with reviewed derived variants. Every derived asset retains its source relationship, recipe, generator revision, review decision and protected split status.
Demonstration data only
These records do not represent a production site and must not be interpreted as evidence of safe autonomous operation.
Composition
12,480 totalEvidence by origin
7,738 source observations · 62%4,742 reviewed derivatives · 38%
Nominal flow
3,420
Package deformation
2,660
Cell boundaries
2,480
Lighting variation
2,150
Obstructions
1,770
Evaluation policy
Leakage checks passedProtected evidence
Real-only golden set
1,248 protected observations reserved for final evaluation.
Descendant exclusion
No descendant of a holdout asset is eligible for training.
Expert-reviewed edits
Every included derivative carries a named review decision.