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Egocentric datasetOpenReadiness 74 · confidence 34

Egocentric Adjust Bottle Dataset

Apache-2.0 LeRobot bottle-adjustment task

10K-100Krows

A LeRobot-style robotics dataset for an egocentric bottle adjustment task, packaged as Parquet with image, text, and timeseries modalities.

Best for

LeRobot conversion tests

Not for / blocker

One of the more directly robot-task-shaped open HF entries.

Download decision

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

Policy learningUseful

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

fit 85 · confidence 55

World modelUseful

Has rich observation and semantic context, but limited geometry/sim-real alignment.

fit 68 · 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
ImagesLanguageRobot state
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

images · image · A LeRobot-style robotics dataset for an egocentric bottle adjustment task, packaged as Parquet with image, text, and timeseries modalities.

present

Action / hand pose / robot state

robot state · timeseries · Single-task manipulation curation · Dataset quality checks for action traces

present

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

language · Single-task manipulation curation · One of the more directly robot-task-shaped open HF entries. · Apache-2.0 LeRobot bottle-adjustment task

partial

Feedback / correction / failure

No decision-grade evidence captured yet.

unknown

Sim-real pairing

No decision-grade evidence captured yet.

unknown

License / format / access

Open · Apache-2.0 · LeRobot · Parquet

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 rich observation and semantic context, but limited geometry/sim-real alignment.

fit 68 · 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

pick-place / manipulation

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.
  • Sim-real pairingunknown
    Not enough evidence to classify this signal. Verify metadata or a bounded sample.

Raw dataset signals

ImagesLanguageRobot state

OpenBot fit

  • LeRobot conversion tests
  • Single-task manipulation curation
  • Dataset quality checks for action traces

Related models and papers

Model references linked to similar loop signals.

Integration notes

  • One of the more directly robot-task-shaped open HF entries.
  • Good target for OpenBot Data export and validation examples.

Related by signals