# Motion Segmentation on Hopkins Motions 155 scenes

Source: [Motion Segmentation on Hopkins Motions 155 scenes](<https://www.sota2.com/research/sota/motion-segmentation-on-hopkins-motions-155-scenes>)

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

Data updated: 2026-06-04T10:25:48.079Z

Evaluation of motion segmentation performance on the Hopkins Motions 155 scenes dataset, measured using misclassification error and 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 segmentation |
| Dataset (including any stated split) | Hopkins Motions 155 scenes |
| Metric | Runtime (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Runtime (s)](<https://www.sota2.com/research/sota/motion-segmentation-on-hopkins-motions-155-scenes.md?metric=Runtime%20(s)>): Lower is better; unit: TIME.

- [Avg Misclassification Error](<https://www.sota2.com/research/sota/motion-segmentation-on-hopkins-motions-155-scenes.md?metric=Avg%20Misclassification%20Error>): Lower is better; unit: PERCENT.

- [Std Dev Misclassification Error](<https://www.sota2.com/research/sota/motion-segmentation-on-hopkins-motions-155-scenes.md?metric=Std%20Dev%20Misclassification%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| Prog-X | 0.02 | Not recorded | 68fa6f131e209131cea43b61 |
| Proposed | 0.04 | Not recorded | 68fa6f131e209131cea43b61 |
| Multi-X | 0.95 | Not recorded | 68fa6f131e209131cea43b61 |
| T-linkage | 0.95 | Not recorded | 68fa6f131e209131cea43b61 |
| FRR | 0.999 | Not recorded | 68fa4fab1e209131ce964d24 |
| LRR(A) | 1.9415 | Not recorded | 68fa4fab1e209131ce964d24 |
| RansaCov | 2.04 | Not recorded | 68fa6f131e209131cea43b61 |
| FRR | 2.2799 | Not recorded | 68fa4fab1e209131ce964d24 |
| PEARL | 3.3 | Not recorded | 68fa6f131e209131cea43b61 |
| SSC | 3.5445 | Not recorded | 68fa4fab1e209131ce964d24 |
| LRR(A) | 3.6788 | Not recorded | 68fa4fab1e209131ce964d24 |
| RPA | 4.92 | Not recorded | 68fa6f131e209131cea43b61 |
| SSC | 7.8493 | Not recorded | 68fa4fab1e209131ce964d24 |
| LRR | 38.5156 | Not recorded | 68fa4fab1e209131ce964d24 |
| LRR | 115.314 | Not recorded | 68fa4fab1e209131ce964d24 |

### Prog-X

Runtime (s): 0.02. Result ID: 699093843a6c31484901957f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d81e209131cea0cb9a.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### Proposed

Runtime (s): 0.04. Result ID: 699093843a6c31484901957e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Implementation](<https://github.com/danini/clustering-in-consensus-space>)

Recorded evaluation configuration: {"k needed":"no","sampler":"uniform sampling"}. This record does not assert independent reproduction.

### Multi-X

Runtime (s): 0.95. Result ID: 699093843a6c314849019580.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010d1.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### T-linkage

Runtime (s): 0.95. Result ID: 699093843a6c314849019584.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### FRR

Runtime (s): 0.999. Result ID: 6a21529cfbc373592c1da5a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LRR(A)

Runtime (s): 1.9415. Result ID: 6a21529cfbc373592c1da5a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4f4b1e209131ce962407.md>)

Recorded evaluation configuration: {"Type":"Accelerated"}. This record does not assert independent reproduction.

### RansaCov

Runtime (s): 2.04. Result ID: 699093843a6c314849019583.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"yes"}. This record does not assert independent reproduction.

### FRR

Runtime (s): 2.2799. Result ID: 6a21529cfbc373592c1da5a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PEARL

Runtime (s): 3.3. Result ID: 699093843a6c314849019581.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"no"}. This record does not assert independent reproduction.

### SSC

Runtime (s): 3.5445. Result ID: 6a21529cfbc373592c1da59f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LRR(A)

Runtime (s): 3.6788. Result ID: 6a21529cfbc373592c1da5a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4f4b1e209131ce962407.md>)

Recorded evaluation configuration: {"Type":"Accelerated"}. This record does not assert independent reproduction.

### RPA

Runtime (s): 4.92. Result ID: 699093843a6c314849019582.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43b61.md>)

Recorded evaluation configuration: {"k needed":"yes"}. This record does not assert independent reproduction.

### SSC

Runtime (s): 7.8493. Result ID: 6a21529cfbc373592c1da5a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LRR

Runtime (s): 38.5156. Result ID: 6a21529cfbc373592c1da5a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LRR

Runtime (s): 115.314. Result ID: 6a21529cfbc373592c1da5a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4fab1e209131ce964d24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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