# Multi-robot motion planning on Drop-Region Low (vmax=0.928)

Source: [Multi-robot motion planning on Drop-Region Low (vmax=0.928)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928>)

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

Data updated: 2026-06-16T08:15:44.005Z

Evaluation of multi-robot motion planning performance specifically within the Drop-Region Low environment configuration, constrained by a maximum velocity (vmax) of 0.928. Metrics include Success Rate (SR), Collision Statistics (CS), Collision count (Coll), Deviation (DA), and execution Time.

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 | Multi-robot motion planning |
| Dataset (including any stated split) | Drop-Region Low (vmax=0.928) |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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 (SR)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [Collision Score](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928.md?metric=Collision%20Score>): Higher is better; unit: PERCENT.

- [Collision Count](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928.md?metric=Collision%20Count>): Lower is better; unit: SCALAR.

- [Deviation (DA)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928.md?metric=Deviation%20(DA)>): Lower is better; unit: SCALAR.

- [Execution Time (s)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-drop-region-low-vmax-0-928.md?metric=Execution%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| MMD-CBS | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 88 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 71 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 40 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 11 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 1 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |

### MMD-CBS

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bea.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2beb.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bec.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bed.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### DiRecT

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bee.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bf0.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### DiRecT

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bf9.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### DiRecT

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bfa.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2bff.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### DiRecT

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2c00.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### DiRecT

Success Rate (SR): 100. Result ID: 6a31061efbc373592c2d2c06.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate (SR): 88. Result ID: 6a31061efbc373592c2d2c05.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate (SR): 71. Result ID: 6a31061efbc373592c2d2bf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Diffuser

Success Rate (SR): 40. Result ID: 6a31061efbc373592c2d2be9.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate (SR): 11. Result ID: 6a31061efbc373592c2d2bf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate (SR): 1. Result ID: 6a31061efbc373592c2d2bfe.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### Diffuser

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bef.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Diffuser

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Diffuser

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bfb.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bfc.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2bfd.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### Diffuser

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2c01.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2c02.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2c03.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate (SR): 0. Result ID: 6a31061efbc373592c2d2c04.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

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