AuraOne / Docs / Robotics Studio Open / Quality

Sensor QA

Catch timestamp drift, dropped frames, and metadata gaps before export.

At a glance

Robotics Studio Open guide

Guide overview
Entry
Sensor QA
Reading
7 min
Sections
1
Applies to
Applies to the current Robotics Studio Open source release and its supported JSON or JSONL manifest workflow. Check the product page and repository for the latest setup details.

01

Quality gates

Robotics datasets fail quietly when streams drift or metadata disappears. Sensor QA makes those issues visible before a model treats them as training signal.

  • Frame count and dropped-frame checks.
  • Timestamp drift and stream desync checks.
  • Coordinate frame and calibration metadata checks.
  • Action/state shape checks for training compatibility.