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Egocentric datasetLicense requiredReadiness 86 · confidence 43

MicroAGI01 Dataset

Household manipulation with pose annotations

676clips

An egocentric RGB-D household manipulation dataset with camera pose, 3D hand landmarks, task segmentation, and MCAP recordings.

Best for

Household skill segmentation

Not for / blocker

One of the more directly robotics-relevant egocentric datasets in this catalog.

Download decision

Start with an official sample or one task; do not download the full release before schema validation.

Policy learningUseful

Has observation, action/state proxy, and task or language context.

fit 85 · confidence 55

World modelUseful

Has visual observations plus geometry, calibration, depth, or reconstruction cues.

fit 82 · confidence 55

WAMUseful

Contains observation, intent, and action/state, but feedback/correction signal is weak.

fit 72 · confidence 55

Verified facts and provenance

Claims, metadata verification, and sample verification are shown separately.

curated official source
Official claim · signals
VideoDepthCamera poseHand poseIMUTask phase
Metadata verified · schema / annotations

Unknown — no machine-readable schema facts have been captured.

Sample / pipeline verification

Unknown — metadata conclusions do not prove sample coverage, alignment, or file integrity.

Declared loop signal coverage

Signals inferred from official metadata; Data pipeline verification is still pending.

5/7 categories present or partial

Observation / ego video

video · depth · camera pose · An egocentric RGB-D household manipulation dataset with camera pose, 3D hand landmarks, task segmentation, and MCAP recordings.

present

Action / hand pose / robot state

camera pose · hand pose · Foxglove layout · Hand-pose action proxy extraction

present

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

task phase · Household manipulation with pose annotations · An egocentric RGB-D household manipulation dataset with camera pose, 3D hand landmarks, task segmentation, and MCAP recordings.

present

Feedback / correction / failure

No decision-grade evidence captured yet.

unknown

Sim-real pairing

depth · camera pose · An egocentric RGB-D household manipulation dataset with camera pose, 3D hand landmarks, task segmentation, and MCAP recordings.

present

License / format / access

License required · CC-BY-4.0 · MCAP · CSV

present

Model and task fit · OpenBot inference

Policy learningUseful

Has observation, action/state proxy, and task or language context.

fit 85 · confidence 55

World modelUseful

Has visual observations plus geometry, calibration, depth, or reconstruction cues.

fit 82 · confidence 55

WAMUseful

Contains observation, intent, and action/state, but feedback/correction signal is weak.

fit 72 · confidence 55

Failure miningUnknown

Failure, correction, intervention, and recovery annotations have not been verified.

fit 50 · confidence 15

Good tasks

household manipulationpick-place / manipulation3D / sim-real alignment

Blockers and unresolved evidence

  • Gaze / attentionunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.
  • Feedback / correction / failureunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.

Raw dataset signals

VideoDepthCamera poseHand poseIMUTask phase

OpenBot fit

  • Household skill segmentation
  • Hand-pose action proxy extraction
  • Foxglove-to-OpenBot episode conversion

Related models and papers

Model references linked to similar loop signals.

Integration notes

  • One of the more directly robotics-relevant egocentric datasets in this catalog.
  • Good target for an OpenBot Data MCAP adapter.

Related by signals