# Robot Manipulation on Meta-World (Task Success Rates and Speedup)

Source: [Robot Manipulation on Meta-World (Task Success Rates and Speedup)](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-17T08:10:12.056Z

Evaluation of robot manipulation performance on the Meta-World benchmark, reporting success rates for individual tasks, the overall success rate, and associated speedup metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Robot Manipulation |
| Dataset (including any stated split) | Meta-World |
| Metric | Door Open Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Door Open Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Door%20Open%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Door Close Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Door%20Close%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Basketball Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Basketball%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Shelf Place Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Shelf%20Place%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Button Press Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Button%20Press%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Button Press Top Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Button%20Press%20Top%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Faucet Close Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Faucet%20Close%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Faucet Open Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Faucet%20Open%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Handle Press Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Handle%20Press%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Hammer Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Hammer%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Assembly Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Assembly%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Overall Success Rate](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Overall%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Speedup Factor](<https://www.sota2.com/research/sota/robot-manipulation-on-meta-world-task-success-rates-and-speedup.md?metric=Speedup%20Factor>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Door Open Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| AVDC\* | 72 | Not recorded | 69b8e00b0636e5bf4afbea2a |
| AVDC | 72 | Not recorded | 69b8e00b0636e5bf4afbea2a |
| AVDC-10 | 69.3 | Not recorded | 69b8e00b0636e5bf4afbea2a |
| DTS | 69.3 | Not recorded | 69b8e00b0636e5bf4afbea2a |
| BC-Scratch | 21.3 | Not recorded | 69b8e00b0636e5bf4afbea2a |
| BC-R3M | 1.3 | Not recorded | 69b8e00b0636e5bf4afbea2a |

### AVDC\*

Door Open Success Rate: 72. Result ID: 69b90b5d47f34ce924a16945.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d31e209131cea4d711.md>)

Recorded evaluation configuration: {"source":"reported results from the original paper","denoising steps":"100"}. This record does not assert independent reproduction.

### AVDC

Door Open Success Rate: 72. Result ID: 69b90b5d47f34ce924a16946.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d31e209131cea4d711.md>)

Recorded evaluation configuration: {"denoising steps":"100","trials per task":"25","camera poses":"3"}. This record does not assert independent reproduction.

### AVDC-10

Door Open Success Rate: 69.3. Result ID: 69b90b5d47f34ce924a16947.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d31e209131cea4d711.md>)

Recorded evaluation configuration: {"denoising steps":"10","trials per task":"25","camera poses":"3"}. This record does not assert independent reproduction.

### DTS

Door Open Success Rate: 69.3. Result ID: 69b90b5d47f34ce924a16948.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

Recorded evaluation configuration: {"baseline":"AVDC","trials per task":"25","camera poses":"3"}. This record does not assert independent reproduction.

### BC-Scratch

Door Open Success Rate: 21.3. Result ID: 69b90b5d47f34ce924a16943.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d31e209131cea4d711.md>)

Recorded evaluation configuration: {"source":"reported results from the original paper"}. This record does not assert independent reproduction.

### BC-R3M

Door Open Success Rate: 1.3. Result ID: 69b90b5d47f34ce924a16944.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"source":"reported results from the original paper"}. This record does not assert independent reproduction.

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