Introducing V-LAB Tabletop
Beyond The Naked Eye
Objective Angular Analytics & LiDAR Validation in Advanced Coatings.
The V-Lab TableTop is a portable measurement system that captures the complete 3D visibility profile of any coating, for human vision, camera systems, and LiDAR sensors.

The Problem
Existing Tools Measure Color, Not Visibility
Multi-angle spectrophotometers measure color appearance and effect pigment behavior across multiple angles, but they don’t measure visibility.
They can’t tell you:
- How bright a coating appears to the human eye at twilight
- Whether an ADAS camera can reliably detect it
- How much LiDAR signal it reflects
A color that looks stunning under showroom lights can become nearly invisible on curved fenders, doors, and hoods in low-light conditions, exactly when visibility matters most.
The result? No objective data on how coatings perform for safety-critical detection systems.
The Solution
V-LabTT: Complete 3D Visibility Analysis
The V-Lab TableTop measures coating visibility across five angles, from 6° to 64°, at two lighting conditions (100 Lux and 3 Lux), plus LiDAR reflectance.
This captures how coatings appear on the curved surfaces of real vehicles, from nearly perpendicular to nearly parallel viewing angles.
How It Works
1. Place Your Panel
Insert a standard test panel into the measurement chamber. The V-Lab TableTop’s controlled dark box eliminates ambient light interference.
2. Automated Scan
The system automatically captures:
- Camera images at 5 angles under 100 Lux (dark overcast day)
- Camera images at 5 angles under 3 Lux (civil twilight)
- LiDAR scan at 5 angles using infrared wavelength
3. Instant Results
Within minutes, receive a complete Visibility Label report with:
- A-E grades for all 5 visibility parameters
- Numerical scores relative to Traffic White (RAL9016)
- Captured images at each measurement angle
- PDF report ready for customers
The Five Visibility Parameters
| Parameter | What It Measures | Why It Matters |
|---|---|---|
| Camera Vision | Brightness for computer vision at 100 & 3 Lux | ADAS camera detection reliability |
| LiDAR Visibility | Infrared reflectance across all angles | Autonomous vehicle sensor mapping |
| Human Visibility | Brightness for human eye at 100 Lux | Driver perception in low light |
| Full Object Visibility | Visibility of curved surfaces (outer 84%) | Real-world 3D shape perception |
| Twilight Visibility | Human visibility at 3 Lux (30 min after sunset) | Safety at the most dangerous time |
The Science
Peer-Reviewed Methodology
The V-Lab TableTop implements the 3D Point-of-View Visibility Model published in the SAE International Journal of Connected and Automated Vehicles:
“A 3D Visibility Label for Mobility Coatings: Enhancing Traffic Safety Through Color and Sensor Perception” DOI: 10.4271/12-09-02-0009
The methodology models any complex vehicle shape as a semi-sphere, divided into five concentric rings. Each ring represents a different viewing angle – and the outer rings (where surfaces curve away from the observer) account for the majority of visible surface area.
Technical Specifications
| Component | Specification |
|---|---|
| Camera | High-resolution 12MP imaging system |
| Light Source | Calibrated illumination, 4600K (car headlight) |
| Reflectometer | Infrared wavelength, Class 1 eye-safe |
| Rotation Stage | Motorized precision positioning |
| Measurement Distance | 50 cm |
| Angles | 6°, 18°, 30°, 44°, 64° |
| Lighting Conditions | 100 Lux, 3 Lux |
| Chamber | Controlled dark box environment |
| Panel Size | Standard A5-6 test panels |
| Scan Time | 2 minutes per panel |
Output
What You Get
Per Panel:
report.pdf– 8-page Visibility Label reportgrades.csv– A-E grades with numerical ratiosrgb_results.csv– Raw RGB and luminance datareflectometer_results.csv– LiDAR reflectance data- Captured images at all 10 angle/lighting combinations
V-LABTT Compare Software
Analyze. Compare. Export.
V-LABTT Compare is the companion web application that transforms your measurement data into actionable insights.

Upload → Order & Label → Results
- Upload – Drag and drop multiple V-Lab TT measurement folders or all at once in a ZIP file
- Order & Label – Rename samples, set display order, select reference
- Results – View comparison tables, bar charts, and image grids
Key Features:
- Compare up to 10 samples simultaneously
- Choose any sample as reference (or use RAL9016 White)
- Letter grades with sub-levels (A high, B mid, C low, etc.)
- Visibility Factor charts – vs White and vs selected reference
- Image grid showing captured frames at each angle
- Export professional PDF reports
- Export data to Excel
Processing time: < 1 minute from upload to results

Use Cases
For Coating Formulators
- Quantify the visibility impact of effect pigments
- Compare formulations objectively
- Generate customer-ready visibility reports
- Support R&D with hard data
For Automotive OEMs
- Validate supplier color submissions
- Ensure visibility compliance across color palette
- Prepare for autonomous vehicle regulations
- Differentiate on safety
For Fleet Managers
- Assess visibility of fleet livery colors
- Make data-driven procurement decisions
- Document safety compliance
Sensing Integrity Audit
The Technical Visibility Passport
The V-Lab TableTop is the measurement engine behind the Sensing Integrity Audit – a validation process that provides the high-fidelity data required to:
- Eliminate SOTIF (ISO 21448) triggering conditions
- Secure the official Technical Visibility Passport
- Establish Ground Truth for coating-sensor interaction
Visibility Impact Pioneer Program
Join the VIP Program
We’re inviting mobility leaders to join the Visibility Impact Pioneer program – an exclusive validation track for organizations committed to establishing the Ground Truth of their products.
Pioneers include:
- L4 autonomous vehicle developers
- Bicycle and micromobility innovators
- Global coating manufacturers
- Automotive OEMs and Tier 1 suppliers
Benefits:
- Early access to V-Lab TableTop and V-LABTT Compare
- Direct input into methodology development
- Technical Visibility Passport certification
- Visibility in industry publications and events



