Data that changes shape without losing its history.
Curate real observations, transform them in controlled ephemeral workspaces, validate against held-out evidence and release versioned datasets and edge-ready models.
Derived assetSynthetic · demoIndustrial evidence you can inspect.
Purpose-built collections with explicit real, simulated and derived provenance.
ReviewedIndustrial Visual Conditions
A demonstration collection for conveyor, guarded-cell and warehouse visual conditions with source-to-derivative lineage.
CuratedConveyor Package States
Packaging-line conditions covering clear flow, deformation, skew, blockage and downstream accumulation.
ReviewedGuarded Cell Boundaries
Simulated robot-cell visual states for non-identity intrusion, gate and exclusion-zone evaluation.
Augment the gap. Preserve the evidence.
Turn Qwen editing models into repeatable industrial recipes. Lock geometry and identity, control the intended change, then route every candidate through automated checks and expert review.
- Exact model revision, prompt, seed and source recorded
- Invariants and forbidden edits defined before a run
- Synthetic descendants remain distinct and searchable
- Protected holdout lineage cannot leak into training
Editable mask · package onlyIntroduce one visibly deformed carton while preserving conveyor geometry, camera position and surrounding equipment.
Performance with operational context.
A model result only matters when you can see the evidence, slices and target it was measured against.
Industrial visual event benchmark
Real held-out evidence across camera, lighting, condition and site slices.
Predictable curation. Transparent generation.
Start at €79 per month with 200 ImageForge generation credits. Every run shows its credit cost before it starts, and overage is consolidated into one monthly statement.
Experiments can be playful. Releases still need proof.
Notes, recipes and failure cases from the Manyform lab become reusable methods only after their assumptions and evidence are visible.