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RoboCasa

RoboCasa is a MuJoCo/robosuite-based simulation framework of photorealistic kitchen environments for training generalist robots (used in NVIDIA's GR00T effort). The original RSS 2024 release provides 120 kitchen scenes (10 floor plans, 12 styles), 2,509 3D assets across 153 categories, and 100 tasks (25 atomic + 75 LLM-generated composite), with 50 human demonstrations per atomic task expanded to 100K+ trajectories via MimicGen on a PandaOmron (Franka arm on Omron mobile base). The framework also supports cross-embodiments including humanoid robots and quadruped robots with arms. The 2026 RoboCasa365 extension scales this to 365 tasks across 2,500 kitchen scenes, 3,200+ objects, and 600+ hours of human plus 1,600+ hours of synthetic demonstrations.

Scale
2227 hours
Formats
hdf5 · lerobot
License
CC-BY-4.0
Published
2024-06-04

Decision summary

Best for

scripted

Main blocker

Metadata requires review against the official source before publication.

Next check

Read the dataset manifest and feature schema.

Catalog assessment

Selection evidence

73/100

Provisional · confidence 48 · 4/6 evaluated

Access and governance

Access and license are declared by the source.

usefulfit 75 · confidence 85

Schema and signal coverage

No machine-readable schema has been verified yet.

unknownnot scored · confidence 15

Policy training readiness

Observation and action/state signals are declared; alignment quality still depends on sample verification.

usefulfit 85 · confidence 55
View 3 more dimensions

World-model readiness

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

usefulfit 68 · confidence 50

Failure and recovery readiness

No verified failure/recovery annotation evidence is available yet.

unknownnot scored · confidence 15

Download and processing readiness

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

usefulfit 65 · confidence 65
Review unresolved evidence and next checks

Signal gaps

  • Gaze / attention. Not enough evidence is available to classify this signal.
  • Feedback / correction / failure. Not enough evidence is available to classify this signal.

Next checks

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

Record specifics

Dataset facts

Source
UT Austin (Yuke Zhu) and NVIDIA Research
Evidence
secondary claim
Formats
hdf5 · lerobot
hours
2227
tasks
100
Read paper

Metadata coverage

Loop signals

5/7 present or partial

Gaze / attention

No decision-grade evidence captured yet.

unknown
Feedback / correction / failure

No decision-grade evidence captured yet.

unknown
View 5 more signal categories
Observation / ego video

video

present
Action / hand pose / robot state

ee_pose

partial
Language intent / task phase

language · has-success-labels · RoboCasa is a MuJoCo/robosuite-based simulation framework of photorealistic kitchen environments for training generalist robots (used in NVIDIA's GR00T effort). The original RSS 2024 release provides 120 kitchen scenes (10 floor plans, 12 styles), 2,509 3D assets across 153 categories, and 100 tasks (25 atomic + 75 LLM-generated composite), with 50 human demonstrations per atomic task expanded to 100K+ trajectories via MimicGen on a PandaOmron (Franka arm on Omron mobile base). The framework also supports cross-embodiments including humanoid robots and quadruped robots with arms. The 2026 RoboCasa365 extension scales this to 365 tasks across 2,500 kitchen scenes, 3,200+ objects, and 600+ hours of human plus 1,600+ hours of synthetic demonstrations.

present
Sim-real pairing

simulation · RoboCasa is a MuJoCo/robosuite-based simulation framework of photorealistic kitchen environments for training generalist robots (used in NVIDIA's GR00T effort). The original RSS 2024 release provides 120 kitchen scenes (10 floor plans, 12 styles), 2,509 3D assets across 153 categories, and 100 tasks (25 atomic + 75 LLM-generated composite), with 50 human demonstrations per atomic task expanded to 100K+ trajectories via MimicGen on a PandaOmron (Franka arm on Omron mobile base). The framework also supports cross-embodiments including humanoid robots and quadruped robots with arms. The 2026 RoboCasa365 extension scales this to 365 tasks across 2,500 kitchen scenes, 3,200+ objects, and 600+ hours of human plus 1,600+ hours of synthetic demonstrations.

present
License / format / access

Open · CC-BY-4.0 · hdf5 · lerobot

present
Evidence details and provenance

Official signal claims

Ee_poseLanguageProprioceptionVideo

Schema and annotations

No machine-readable schema facts are captured.

Sample verification

Pending. Metadata does not prove sample coverage, alignment, or file integrity.

curated official source

Integration notes

  • Metadata requires review against the official source before publication.

Catalog links

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