OFFERINGS

Three product families. Plus Custom Capture.

  • PRISM Vision-Language datasets.
  • SABER Vision-Language-Action datasets.
  • Simulation-ready USD environments.
  • Custom Capture engagements. All built on the same dual-stream capture platform.

PRISM: VLM Datasets

PRISM — Vision-Language Model Datasets

Richly annotated dual-stream datasets for fine-tuning frontier Vision-Language Models on real-world physical AI tasks.

Annotation Depth: 10 Modalities per Frame

Every PRISM dataset ships with this full annotation stack.

  1. Raw Omnidirectional Exocentric Capture
    Full-sphere Exocentric RGB + depth from Alia 360° sensor

    • 360° RGB
    • Dense Depth
    • IMU Timestamps
  2. Raw Egocentric Capture
    RGB + depth from Ego camera(s)

    • RGB
    • Dense Depth
    • IMU Timestamps
  3. 3D Reconstruction
    Dense neural 3D scene from omnidirectional input

    • Point Clouds
    • Mesh
    • Gaussian Splats
    • 3D Layout
    • 3D Scene Graphs
  4. Spatial Semantics
    Navigable paths, obstacles, zones, and surfaces

    • Path Maps
    • Obstacle Class
    • Floor Plans
    • Zone Labels
  5. Object Semantics
    Per-object identity, class, pose, and attributes

    • 3D Bounding Boxes
    • Instance Masks
    • SKU Labels
    • 6-DoF Pose
  6. Physics Metadata
    Object mass, friction, deformability — sim-transfer-ready

    • Mass Estimates
    • Friction
    • Deformability
    • Collision Mesh
  7. Agent Tracking
    People, carts, and robots — trajectories over time

    • Body Keypoints
    • Trajectories
    • Re-ID
  8. Skills & Activities
    What each agent is doing — pick, place, scan, stack, mop …

    • 500+ Skills
    • Verb–Object Pairs
    • Temporal Spans
    • Role Tags
  9. Temporal Context
    Time-of-day, traffic density, seasonal and layout variants

    • Rush / Off-Peak
    • Restocking
    • Layout Changes
    • Lighting
  10. Ego-Exo Synchronization
    RGB Video Synchronization

  • RGB Time Sync
  • Ego-Exo Action Mapping

SABER: VLA Datasets

SABER — Vision-Language-Action Model Datasets

Dual-stream action datasets for fine-tuning Vision-Language-Action models on real-world physical AI tasks. Built from natural human behavior — not teleoperated demos.

Annotation Depth: 3 Action Modalities per Frame

SABER captures the action-specific data VLA models need — frame-level hand and body pose, contact events, and human-to-robot retargeting. PRISM and SABER are distinct dataset types. Buy them separately, or pair them for full VLM + VLA coverage.

  1. Hand Pose & Trajectory
    Frame-level manipulation actions from egocentric view

    • Gripper State
    • Contact Events
    • Hand Pose
    • Force Proxies
  2. Body Pose & Trajectory
    Full-body pose and movement from egocentric view

    • Body Keypoints
    • Trajectories
    • Contact Events
  3. Human-to-Robot Retargeting
    Conversion of human trajectories to standard robot joint data

    • Robot Motion
    • Robot Control
    • Supports Unitree G1, Fourier and many more

Simulation Assets

Photorealistic USD environments and assets, built from real-world dual-stream capture.

Simulation-ready environments and objects in OpenUSD format, built from DreamVu's real-world dual-stream captures. Photorealistic, physics-equipped, and compatible with any USD simulator.

  1. Photorealistic USD environments
    Digital twins of any real-world space

  2. Individual object assets
    Geometry + PBR textures

  3. Sim-ready physics
    Mass, friction, deformability, collision meshes per object

  4. Layout & topology data
    Spatial graphs, planograms, navigable paths

  5. Lighting & layout variants
    Multiple presets per scene

  6. Object identity & labels
    Class, category, customer-defined attributes per asset

  7. OpenUSD-native
    Drops into Isaac Sim, IsaacLab, Omniverse, MuJoCo, or any USD-compatible simulator.

Custom Capture

On-site data collection & processing.

DreamVu deploys to your facility with our Alia 360° capture rigs and full annotation pipeline. You get the same multi-layer annotation stack applied to your specific environment, operations, and use cases.

On-Site Capture

Alia 360° rigs deployed to your location — warehouses, factories, retail, hospitals, or any operational environment.

Custom Annotation

Full 7- or 9-layer annotation stack tailored to your domain-specific skills, objects, and workflows.

3D Reconstruction

NuRec pipeline produces dense 3D scenes — point clouds, meshes, and Gaussian splats from your facility.

USD Digital Twin

Your environment converted to simulation-ready OpenUSD assets for any USD-compatible simulator.

Model Fine-Tuning

Optional foundational model fine-tuning on your custom dataset for domain-specific world models or robot policies.

Exclusive License

Custom capture data is exclusively yours — never shared, sublicensed, or made available to others without your consent.

Ready to build with real-world data?

Talk to our team about datasets, simulation assets, or custom capture for your environment.