Registry

Robotics benchmarks, described on common ground

Search by name or scope, then narrow by domain and evaluation setting. Every record is source-backed; none is a ranking.

10 benchmarks
navigationhybrid

BARN Challenge 2026

Annual navigation challenge using hidden BARN simulations and physical finals; the underlying BARN dataset is a related but distinct entity.

Entity
challenge
Metric
Simulation trial score
Evidence
verified
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manipulationsimulation

CALVIN

Simulated benchmark, environment, dataset, and challenge for long-horizon language-conditioned control.

Entity
benchmark suite
Metric
No universal metric
Evidence
potentially stale
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multi_domainsimulation

Habitat

Simulation ecosystem supporting navigation, rearrangement, instruction following, embodied question answering, and related challenge families.

Entity
platform framework
Metric
No universal metric
Evidence
verified
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manipulationsimulation

LIBERO

Lifelong robot-learning benchmark with four suites and 130 tasks.

Entity
benchmark suite
Metric
Forward Transfer
Evidence
verified
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manipulationsimulation

ManiSkill 3

Current simulation and training framework and benchmark ecosystem; ManiSkill generations are materially distinct and must be versioned.

Entity
platform framework
Metric
No universal metric
Evidence
verified
View benchmark
manipulationsimulation

Meta-World

Multi-task and meta-reinforcement-learning benchmark suite with versioned MT and ML protocols.

Entity
benchmark suite
Metric
Average task success rate
Evidence
verified
View benchmark
manipulationreal robot

Open X-Embodiment

Open dataset collection and RT-X cross-embodiment research ecosystem; it is not one fixed benchmark.

Entity
dataset resource
Metric
No universal metric
Evidence
verified
View benchmark
manipulationsimulation

RLBench

Robot-learning benchmark and environment with 100 hand-designed tasks, variations, demonstrations, and multimodal observations.

Entity
benchmark suite
Metric
Task success rate
Evidence
verified
View benchmark
manipulationreal robot

RoboChallenge Table30

Real-robot tabletop benchmark suite on the RoboChallenge.ai evaluation platform; Table30v2 is modeled as a versioned child.

Entity
challenge
Metric
End-to-end task success rate
Evidence
verified
View benchmark
systems_computecompute only

RobotPerf

Open reference robotics-computing benchmark suite using ROS 2 as a common baseline across multiple workload and hardware categories.

Entity
benchmark suite
Metric
No universal metric
Evidence
verified
View benchmark