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Egocentric datasetLicense requiredReadiness 74 · confidence 34

Ego-1K Dataset

Multiview egocentric scene reconstruction

956clips

A synchronized 12-camera egocentric dataset for neural 3D/4D reconstruction, hand-object interaction, and novel-view synthesis.

Best for

View synthesis for wrist/ego cameras

Not for / blocker

Short recordings, but high camera density and strong reconstruction value.

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 modelUseful

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

fit 82 · confidence 55

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
VideoScene MetadataCamera calibration
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 · camera calibration · View synthesis for wrist/ego cameras · Short recordings, but high camera density and strong reconstruction value.

present

Action / hand pose / robot state

Hand-object dynamic scene modeling · A synchronized 12-camera egocentric dataset for neural 3D/4D reconstruction, hand-object interaction, and novel-view synthesis.

partial

Gaze / attention

No decision-grade evidence captured yet.

unknown

Language intent / task phase

No decision-grade evidence captured yet.

unknown

Feedback / correction / failure

No decision-grade evidence captured yet.

unknown

Sim-real pairing

scene metadata · camera calibration · 3D reconstruction stress tests · Hand-object dynamic scene modeling

present

License / format / access

License required · Apache-2.0 · Parquet · WebDataset shards

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 modelUseful

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

fit 82 · confidence 55

WAMUnknown

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

fit 50 · confidence 15

Failure miningUnknown

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

fit 50 · confidence 15

Good tasks

3D / sim-real alignment

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

Raw dataset signals

VideoScene MetadataCamera calibration

OpenBot fit

  • View synthesis for wrist/ego cameras
  • 3D reconstruction stress tests
  • Hand-object dynamic scene modeling

Related models and papers

Model references linked to similar loop signals.

Integration notes

  • Short recordings, but high camera density and strong reconstruction value.
  • Useful for Synth and Data when generating alternate viewpoints.

Related by signals