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Manipulation datasetOpenReadiness 75 · confidence 62

EO-Data1.5M Dataset

VLA training

201.09GBrepository size

Official catalog record.

Best for

VLA training

Not for / blocker

No verified blocker; unresolved facts remain unknown.

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, action/state, and feedback-like supervision.

fit 88 · confidence 55

Verified facts and provenance

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

curated official source
Official claim · signals
VideoActionsRobot stateLanguageTask phaseSuccess FailureTask_categories:video Text TO TextTask_categories:image Text TO TextLanguage:enModality:imageVision Language Action
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 · task_categories:video-text-to-text · task_categories:image-text-to-text · modality:image

present

Action / hand pose / robot state

actions · robot state · vision-language-action · manipulation

present

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

language · task phase · task_categories:video-text-to-text · task_categories:image-text-to-text

present

Feedback / correction / failure

success/failure

present

Sim-real pairing

No decision-grade evidence captured yet.

unknown

License / format / access

Open · apache-2.0

partial

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, action/state, and feedback-like supervision.

fit 88 · confidence 55

Failure miningUseful

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

fit 82 · confidence 55

Good tasks

pick-place / manipulationvideo-language reasoninglong-horizon planningfailure and recovery mining

Blockers and unresolved evidence

  • Gaze / attentionunknown
    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

VideoActionsRobot stateLanguageTask phaseSuccess FailureTask_categories:video Text TO TextTask_categories:image Text TO TextLanguage:enModality:imageVision Language Action

OpenBot fit

  • VLA training
  • long-horizon planning
  • task_categories:robotics
  • library:datasets
  • robotics
  • robot-learning
  • vision-language-action
  • manipulation

Integration notes

    Related by signals