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Manipulation datasetOpenReadiness 56 · confidence 41

EgoStation Catalog Dataset

Dataset registry examples

<1Krows

A CC-BY-NC-4.0 catalog dataset for egocentric first-person manipulation data, including GoPro pick-and-place metadata.

Best for

Dataset registry examples

Not for / blocker

Best treated as a registry source rather than raw training data.

Download decision

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

Policy training readinessunknown

Observation/action alignment has not been established.

not scored · confidence 15

World-model readinessuseful

Temporal observations plus geometry or semantic context are declared; sample alignment remains to be audited.

fit 68 · confidence 50

Failure and recovery readinessunknown

No verified failure/recovery annotation evidence is available yet.

not scored · confidence 15

Verified facts and provenance

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

curated source metadata
Official claim · signals
Dataset MetadataTask phaseCamera TagsLerobot References
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

camera tags

present

Action / hand pose / robot state

A CC-BY-NC-4.0 catalog dataset for egocentric first-person manipulation data, including GoPro pick-and-place metadata.

partial

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

task phase

present

Feedback / correction / failure

No decision-grade evidence captured yet.

unknown

Sim-real pairing

No decision-grade evidence captured yet.

unknown

License / format / access

Open · CC-BY-NC · Parquet · catalog metadata

present

Catalog decision scorecard

Access and governancelimited

The declared license restricts commercial use.

fit 35 · confidence 85

Schema and signal coverageunknown

No machine-readable schema has been verified yet.

not scored · confidence 15

Policy training readinessunknown

Observation/action alignment has not been established.

not scored · confidence 15

World-model readinessuseful

Temporal observations plus geometry or semantic context are declared; sample alignment remains to be audited.

fit 68 · confidence 50

Failure and recovery readinessunknown

No verified failure/recovery annotation evidence is available yet.

not scored · confidence 15

Download and processing readinessuseful

Scale is declared; transfer and processing estimates are not measured.

fit 65 · confidence 65

Good tasks

Dataset registry examplesCatalog-to-loader linkingOpenBot Data source discovery demos

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.
  • Read the dataset manifest and feature schema.
  • Run a bounded sample audit before assigning Strong readiness.

Raw dataset signals

Dataset MetadataTask phaseCamera TagsLerobot References

OpenBot fit

  • Dataset registry examples
  • Catalog-to-loader linking
  • OpenBot Data source discovery demos

Integration notes

  • Best treated as a registry source rather than raw training data.
  • Open access but non-commercial license terms apply.

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