# Motion Segmentation on FBMS59 (val)

Source: [Motion Segmentation on FBMS59 (val)](<https://www.sota2.com/research/sota/motion-segmentation-on-fbms59-val>)

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

Data updated: 2026-02-26T05:47:35.597Z

Evaluation of Motion Segmentation performance on the validation split of the FBMS-59 dataset, measured using J-measure.

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) | FBMS59 (val) |
| Metric | J-measure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [J-measure](<https://www.sota2.com/research/sota/motion-segmentation-on-fbms59-val.md?metric=J-measure>): Higher is better; unit: PERCENT.

## Recorded results

| Method | J-measure | Result date | Report paper |
| --- | --- | --- | --- |
| COSNet | 75.6 | Not recorded | 68fa6d8c1e209131cea3a81e |
| DyStab - Stat&Dyn | 74.2 | Not recorded | 68fa6d8c1e209131cea3a81e |
| CIS - With Post | 63.6 | Not recorded | 68fa6d8c1e209131cea3a81e |
| ARP | 59.8 | Not recorded | 68fa6d8c1e209131cea3a81e |
| EM-driven network | 57.8 | Not recorded | 68fa6d8c1e209131cea3a81e |
| MoSeg | 53.1 | Not recorded | 68fa6d8c1e209131cea3a81e |
| DyStab - Dyn | 49.1 | Not recorded | 68fa6d8c1e209131cea3a81e |
| FTS | 47.7 | Not recorded | 68fa6d8c1e209131cea3a81e |
| CIS - No Post | 36.8 | Not recorded | 68fa6d8c1e209131cea3a81e |

### COSNet

J-measure: 75.6. Result ID: 698fb9343a6c314849fb67f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ef1e209131cea135f8.md>)

[Implementation](<https://github.com/carrierlxk/COSNet>)

Recorded evaluation configuration: {"Training":"Supervised","Input":"Image"}. This record does not assert independent reproduction.

### DyStab - Stat&Dyn

J-measure: 74.2. Result ID: 698fb9343a6c314849fb67f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23919.md>)

Recorded evaluation configuration: {"Training":"Supervised Features","Input":"Image & Flow"}. This record does not assert independent reproduction.

### CIS - With Post

J-measure: 63.6. Result ID: 698fb9343a6c314849fb67f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b3bd.md>)

Recorded evaluation configuration: {"Training":"Fully Unsupervised","Input":"Image & Flow"}. This record does not assert independent reproduction.

### ARP

J-measure: 59.8. Result ID: 698fb9343a6c314849fb67f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

Recorded evaluation configuration: {"Training":"Supervised Features","Input":"Image & Flow"}. This record does not assert independent reproduction.

### EM-driven network

J-measure: 57.8. Result ID: 698fb9343a6c314849fb67ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Implementation](<https://github.com/Etienne-Meunier/EM-Flow-Segmentation>)

Recorded evaluation configuration: {"Training":"Fully Unsupervised","Input":"Flow"}. This record does not assert independent reproduction.

### MoSeg

J-measure: 53.1. Result ID: 698fb9343a6c314849fb67ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28e31.md>)

[Implementation](<https://charigyang.github.io/motiongroup/>)

Recorded evaluation configuration: {"Training":"Fully Unsupervised","Input":"Flow"}. This record does not assert independent reproduction.

### DyStab - Dyn

J-measure: 49.1. Result ID: 698fb9343a6c314849fb67f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23919.md>)

Recorded evaluation configuration: {"Training":"Supervised Features","Input":"Flow"}. This record does not assert independent reproduction.

### FTS

J-measure: 47.7. Result ID: 698fb9343a6c314849fb67f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

Recorded evaluation configuration: {"Training":"Fully Unsupervised","Input":"Flow"}. This record does not assert independent reproduction.

### CIS - No Post

J-measure: 36.8. Result ID: 698fb9343a6c314849fb67f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b3bd.md>)

Recorded evaluation configuration: {"Training":"Fully Unsupervised","Input":"Image & Flow"}. This record does not assert independent reproduction.

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