Hand tracking and simulation references

Upper-limb research metadata, immersive interaction examples and machine-learning simulation resources.

Product context

VayuDeck connects rehabilitation-related motion research, immersive interfaces and a physical product concept. Motion-capture datasets, gait research and hand-tracking examples support different development questions. These public references preserve that distinction and link to original publishers. They do not expose participant-level records, assert clinical validation or imply that a proposed physical belt or device is already a tested treatment product.

Using these references

Meta's First Hand example and Unity ML-Agents describe software patterns for interaction and simulation. They do not validate rehabilitation efficacy or physical-device safety. The upper-limb dataset is linked as reference metadata while its reuse conditions require careful review; no participant recording is republished here. When moving from a sample to a product, distinguish tracked pose from force, intent or a clinical assessment, and document the hardware, sampling conditions and evaluation task behind any result.

Evidence boundaries

This is informational research and software context, not diagnosis, treatment advice or a recommendation for an individual. Dataset licenses, participant protections and research-use limitations remain applicable to every downstream use.

Sources and public resources

UpperLimbAOT-VR

Upper-limb action-observation vocabulary and VR dataset metadata. Task labels do not establish therapeutic effectiveness.

Publisher
Zenodo

The existing review records conflicting license metadata. Reference only; commercial reuse is not enabled.

Link checked 2026-10-06. Publisher responded successfully.

First Hand interaction sample

Hand-interaction demonstration. Software examples do not validate a motion platform or rehabilitation outcome.

Publisher
Meta / Oculus Samples

Metadata and links only. Consult the publisher for access, attribution and current reuse terms.

Link checked 2026-10-06. Publisher responded successfully.

ML-Agents Toolkit

Simulation and machine-learning tooling. Simulated behavior requires separate physical validation.

Publisher
Unity Technologies

Metadata and links only. Consult the publisher for access, attribution and current reuse terms.

Link checked 2026-10-06. Publisher responded successfully.

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