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Egocentric datasetOpenReadiness 74 · confidence 34

Manus Egocentric Sample Dataset

LeRobot egocentric hand-tracking sample

10K-100Krows

An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

Best for

Testing LeRobot import paths

Not for / blocker

Good open sample for OpenBot Data loaders and dataset pages.

Download decision

Inspect schema and run a bounded sample audit before committing to the full release.

Policy learningUseful

Has observation and action/state proxy, but weak task-phase context.

fit 70 · confidence 55

World modelUnknown

World-model signals have not been verified.

fit 50 · confidence 15

WAMUnknown

WAM-required observation, intent, and action alignment is not fully verified.

fit 50 · confidence 15

Verified facts and provenance

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

curated official source
Official claim · signals
VideoHand poseHand poseActions
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.

4/7 categories present or partial

Observation / ego video

video · An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

present

Action / hand pose / robot state

hand pose · actions · timeseries · Hand-tracking schema validation

present

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

No decision-grade evidence captured yet.

unknown

Feedback / correction / failure

hand pose · Hand-tracking schema validation · LeRobot egocentric hand-tracking sample · An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

partial

Sim-real pairing

No decision-grade evidence captured yet.

unknown

License / format / access

Open · CC-BY-NC · LeRobot · Parquet

present

Model and task fit · OpenBot inference

Policy learningUseful

Has observation and action/state proxy, but weak task-phase context.

fit 70 · confidence 55

World modelUnknown

World-model signals have not been verified.

fit 50 · confidence 15

WAMUnknown

WAM-required observation, intent, and action alignment is not fully verified.

fit 50 · confidence 15

Failure miningUseful

Has failure/evaluation-style labels with action or manipulation context.

fit 82 · confidence 55

Good tasks

object tracking under occlusion

Blockers and unresolved evidence

  • Gaze / attentionunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.
  • Language intent / task phaseunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.
  • Sim-real pairingunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.

Raw dataset signals

VideoHand poseHand poseActions

OpenBot fit

  • Testing LeRobot import paths
  • Hand-tracking schema validation
  • Imitation-learning dataset fixtures

Related models and papers

Model references linked to similar loop signals.

Integration notes

  • Good open sample for OpenBot Data loaders and dataset pages.
  • There is also a mirrored upload under another user; this catalog links the research source.

Related by signals