Dataset foundations
Develop, organize, and version visual datasets so training inputs remain traceable as a system evolves.
In active development · Spatial
See it. Understand it.
See it. Understand it.
Build it in 3D.
NumiDroid brings computer vision, spatial computing, and 3D interfaces to robotics, custom Apple Vision Pro products, and tools for planning physical spaces.
X · WIDTH
Y · HEIGHT
Z · DEPTH
An Appalore platform
Robotics and related applications
Build stronger foundations
Build stronger foundations
for vision systems.
NumiDroid brings experience in developing and versioning datasets, targeted data improvement, visual model evaluation, and motion analysis to robotics and computer-vision teams building systems for physical environments.
Targeted data improvement
Use model performance to identify weak cases, then supplement, balance, or enhance the data where it can matter most.
Visual model evaluation
Review model behavior through visual comparisons and focused evaluation tools that make errors and edge cases easier to inspect.
Motion and behavior analysis
Represent trajectories and changes over time, then anticipate how planned paths or behaviors change under selected conditions.
Custom Apple Vision Pro products
Build for a specific space,
Build for a specific space,
workflow, or use case.
Appalore can design, build, and test custom Apple Vision Pro applications. The work begins with the intended environment and user workflow, then moves through spatial interface design, application development, and testing on the target device.
Spatial project visualization
Make a physical project
Make a physical project
easier to see and share.
NumiDroid helps individuals and small teams capture a space, compare ideas, preview proposed changes in a spatial view, record dimensions and constraints, and communicate a project visually. Applications include rooms, renovations, decks, patios, landscaping, and other projects where spatial context supports clearer planning.
2D
Pixels · boxes
2.5D
Depth maps
3D
Mesh · pose
Interactive spatial study
Explore space at different scales
This interactive study shows how a 3D interface can represent an interior, an arena, and a stadium. Drag to orbit, scroll to zoom, and right-drag to pan.
Active space
Living room — room-scale spatial reconstruction
Drag to orbit
Scroll to zoom
Right-drag to pan
Room scale
Living room
An interior-scale example for exploring room layouts, objects, dimensions, and visual project concepts.
Mid scale
Arena
A wider layout that demonstrates how spatial structure and movement can be represented within the same interface.
Venue scale
Stadium
A site-scale example that preserves the relationship between the field, surrounding structure, and activity across a larger environment.
Ways to work with NumiDroid
From vision systems
From vision systems
to spatial projects.
Robotics & vision teams
Dataset, evaluation, motion-analysis, and spatial-computing work for teams developing computer-vision systems.
Project professionals
Designers, remodelers, contractors, property professionals, and other small teams exploring clearer ways to present spatial projects.
Individuals
People planning a room, renovation, deck, patio, landscape, or other physical project who want to compare and share ideas visually.
Vision Pro projects
Organizations with a targeted use case that could benefit from a custom spatial interface built and tested for Apple Vision Pro.
What are you trying to see,
understand, or plan?
Tell us about your robotics or vision-system work, a custom Apple Vision Pro product, or a physical project that could benefit from clearer spatial visualization.