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

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

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

Data updated: 2026-03-06T07:38:28.535Z

Evaluation of motion planning performance using the 7-DoF Franka Panda manipulator in a standard table environment. Metrics focus on 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) 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-7-dof-manipulator-franka-panda-table-environment.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [1st Solution Iterations (10th Pctl)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-table-environment.md?metric=1st%20Solution%20Iterations%20(10th%20Pctl)>): Lower is better; unit: SCALAR.

- [1st Solution Iterations (Median)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-table-environment.md?metric=1st%20Solution%20Iterations%20(Median)>): Lower is better; unit: SCALAR.

- [1st Solution Iterations (90th Pctl)](<https://www.sota2.com/research/sota/motion-planning-on-7-dof-manipulator-franka-panda-table-environment.md?metric=1st%20Solution%20Iterations%20(90th%20Pctl)>): Lower is better; unit: SCALAR.

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

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

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

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

## Recorded results

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

### RRT\*

Success Rate: 100. Result ID: 69aa84276dbb7075b953f54a.

[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: 100. Result ID: 69aa84276dbb7075b953f54b.

[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.

### Many-RRT\*

Success Rate: 100. Result ID: 69aa84276dbb7075b953f54c.

[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.

Page 1 of 1. This is an index page, not the full collection.
