Research Preview
StomaVision
Microscopic world model for stomata research.
LumaNorm Studio division tech: the proprietary Microscopic World Model.
A research grade stomata analysis and simulation experience that turns microscope images into trusted counts and morphometrics in seconds, on device.
Stomata analysis and simulation built for speed.
Why stomata
Small apertures. Global impact.
StomaVision brings microscopic stomata analysis into a focused, local workflow. It is a LumaNorm Studio division demo for precise morphometrics and visual evidence.
Segmentation runs on device in seconds with overlays for review, while batch processing and exports keep experiments reproducible and ready for publication.
On device segmentation
Instant stomata detection tuned for Apple Silicon and local privacy.
Batch at scale
Process hundreds of images, compare treatments, and export CSV or JSON in one pass.
Leaf World Model
A simulated microscopic environment for controlled, repeatable studies.
The problem
Manual counts do not scale.
Manual counts are slow, subjective, and hard to reproduce. The bottleneck blocks discovery.
Research grade analysis
Instant. On device. Reproducible.
Microscope images are segmented into trustworthy morphometrics with instant, local processing. Designed for the fastest leaf epidermal inference we've seen in practice.
- On device processing with Apple Neural Engine
- Overlay review with instance lists
- Reproducible outputs for every run
Batch processing
Acceleration for real labs.
Run hundreds of samples in one pass and compare treatment groups with confidence.
- CSV and JSON exports in seconds
- Group comparisons at scale
- Consistent measurements across runs
Leaf World Model
Leaf World Model.
A fully simulated microscopic world built on the proprietary Microscopic World Model.
- Dicot and monocot stomata geometry
- DIC style rendering
- Veins, walls, and synthetic epidermis
Simulation controls
Simulate anything.
Tune physiology and dynamics to explore how stomata respond over time.
- Geometry controls for synthetic stomata
- Light and CO2 driver inputs
- Water stress inputs
- 24 hour diurnal cycles with nocturnal conductance
Privacy by design
Private by design.
All processing happens locally. No cloud upload required, and your data stays on your device.
- Local first processing
- No third party tracking
- Device level security controls
Built for the microscopic frontier.
StomaVision is a LumaNorm Studio division demo for fast, local stomata science and simulation.
Policies
Legal, privacy, and related documentation for StomaVision.
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