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Fiund / Resource guide

Testing first-person perception in unseen environments

Define what “new environment” means before requesting evaluation footage.

Name the change being tested

A different room, a new workplace, and a rearranged table are distinct conditions. State which one the evaluation is intended to measure. If several conditions change at once, acknowledge that the result will combine their effects. A useful sourcing brief describes the deployment uncertainty instead of asking only for footage from more locations.

Control source overlap

Keep related sessions and derived clips together according to your evaluation design. The same room can reappear with a different camera or participant and still provide familiar visual cues. Request location and session references at an appropriate level of detail. These identifiers support grouping without requiring public disclosure of sensitive or unnecessary location information. Keep the meaning of each environment identifier documented for reviewers.

Check task comparability

If one environment contains only assembly and another contains only cleaning, task and environment become entangled. Review whether the intended actions and outcomes are represented across the relevant settings. Sparse combinations may be unavoidable, but they should be explicit. Do not interpret a single aggregate result as evidence about every environment or task independently.

Keep evaluation annotations usable

Use the same definitions across familiar and unfamiliar conditions, while allowing unknown objects or unobservable outcomes where necessary. Review hard examples before finalizing acceptance criteria. A valid challenge should come from the intended scene variation, not from broken media or inconsistent labels. Include the required held-out conditions and annotation policy when discussing feasibility with Fiund.

Review checklist

  • Define the environment distinction
  • Group related sources consistently
  • Review task coverage by setting
  • Separate intended difficulty from errors

Your project, in focus

Describe the first-person view your model needs.

Speak directly with Jaeden Schafer at Fiund about the source material, specifications, and review your project needs.

Source fit, permissions, samples, pricing, and delivery are reviewed for the individual project.

Start with these details

  1. Tasks and environments
  2. Camera placement and visibility
  3. Target hours or sequences
  4. Annotations and intended model use
  5. Rights requirements and timeline
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