# Motion Planning on 7-DoF Manipulator (Franka Panda) Passage Environment

Source: [Motion Planning on 7-DoF Manipulator (Franka Panda) Passage Environment](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment>)

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

Data updated: 2026-03-06T07:38:28.598Z

Evaluation of motion planning performance using the 7-DoF Franka Panda manipulator specifically within the Passage Environment. Metrics cover success rate, convergence speed (iterations), solution cost, 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) | 7-DoF Manipulator (Franka Panda) Passage 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-7-dof-manipulator-franka-panda-passage-environment.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [Iterations to First Solution (10th Percentile)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Iterations%20to%20First%20Solution%20(10th%20Percentile)>): Lower is better; unit: SCALAR.

- [Iterations to First Solution (Median)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Iterations%20to%20First%20Solution%20(Median)>): Lower is better; unit: SCALAR.

- [Iterations to First Solution (90th Percentile)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Iterations%20to%20First%20Solution%20(90th%20Percentile)>): Lower is better; unit: SCALAR.

- [Initial Solution Cost (Median)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Initial%20Solution%20Cost%20(Median)>): Lower is better; unit: SCALAR.

- [Final Solution Cost (Median)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Final%20Solution%20Cost%20(Median)>): Lower is better; unit: SCALAR.

- [Planning Runtime (ms) (First Solution Average)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Planning%20Runtime%20(ms)%20(First%20Solution%20Average)>): Lower is better; unit: TIME.

- [Planning Runtime (ms) (Final Average)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-passage-environment.md?metric=Planning%20Runtime%20(ms)%20(Final%20Average)>): Lower is better; unit: TIME.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Many-RRT\* | 100 | Not recorded | 69aa5f602d603e6de3e41680 |
| RRT\* | 58.1 | Not recorded | 69aa5f602d603e6de3e41680 |
| RRT\*-Connect | 57.2 | Not recorded | 69aa5f602d603e6de3e41680 |

### Many-RRT\*

Success Rate: 100. Result ID: 69aa84276dbb7075b953f552.

[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: 58.1. Result ID: 69aa84276dbb7075b953f550.

[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: 57.2. Result ID: 69aa84276dbb7075b953f551.

[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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