# Motion Planning on 6-DoF Manipulator UR10e Table Environment

Source: [Motion Planning on 6-DoF Manipulator UR10e Table Environment](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment>)

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

Data updated: 2026-03-06T07:38:28.422Z

Evaluation of motion planning performance using the 6-DoF UR10e manipulator in a table environment, focusing on success rate, solution iteration counts, cost metrics, and planning runtime.

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 | Motion Planning |
| Dataset (including any stated split) | 6-DoF Manipulator UR10e Table Environment |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [Iterations of 1st Solution (10th Percentile)](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Iterations%20of%201st%20Solution%20(10th%20Percentile)>): Lower is better; unit: SCALAR.

- [Iterations of 1st Solution (Median)](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Iterations%20of%201st%20Solution%20(Median)>): Lower is better; unit: SCALAR.

- [Iterations of 1st Solution (90th Percentile)](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Iterations%20of%201st%20Solution%20(90th%20Percentile)>): Lower is better; unit: SCALAR.

- [First Median Cost](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=First%20Median%20Cost>): Lower is better; unit: SCALAR.

- [Final Median Cost](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Final%20Median%20Cost>): Lower is better; unit: SCALAR.

- [First Avg. Runtime (ms)](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=First%20Avg.%20Runtime%20(ms)>): Lower is better; unit: TIME.

- [Final Avg. Runtime (ms)](<https://www.sota2.com/research/sota/motion-planning-on-6-dof-manipulator-ur10e-table-environment.md?metric=Final%20Avg.%20Runtime%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Many-RRT\* | 100 | Not recorded | 69aa5f602d603e6de3e41680 |
| RRT\* | 98.2 | Not recorded | 69aa5f602d603e6de3e41680 |
| RRT\*-Connect | 93.8 | Not recorded | 69aa5f602d603e6de3e41680 |

### Many-RRT\*

Success Rate: 100. Result ID: 69aa84276dbb7075b953f540.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f602d603e6de3e41680.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f602d603e6de3e41680.md>)

Recorded evaluation configuration: {"Max Iteration":"3000","Max Runtime":"3000ms"}. This record does not assert independent reproduction.

### RRT\*

Success Rate: 98.2. Result ID: 69aa84276dbb7075b953f53e.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f602d603e6de3e41680.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60551e209131ce9eed97.md>)

Recorded evaluation configuration: {"Max Iteration":"3000","Max Runtime":"3000ms"}. This record does not assert independent reproduction.

### RRT\*-Connect

Success Rate: 93.8. Result ID: 69aa84276dbb7075b953f53f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f602d603e6de3e41680.md>)

Recorded evaluation configuration: {"Max Iteration":"3000","Max Runtime":"3000ms"}. This record does not assert independent reproduction.

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