# Referring Video Object Segmentation on MOSE (val)

Source: [Referring Video Object Segmentation on MOSE (val)](<https://www.sota2.com/research/sota/referring-video-object-segmentation-on-mose-val>)

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

Data updated: 2026-02-26T05:47:33.847Z

Evaluation of Referring Video Object Segmentation performance on the validation split of the MOSE dataset, reporting metrics like J&F, J, and F scores.

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 | Referring Video Object Segmentation |
| Dataset (including any stated split) | MOSE (val) |
| Metric | J&F Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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&F Score](<https://www.sota2.com/research/sota/referring-video-object-segmentation-on-mose-val.md?metric=J%26F%20Score>): Higher is better; unit: PERCENT.

- [J Score](<https://www.sota2.com/research/sota/referring-video-object-segmentation-on-mose-val.md?metric=J%20Score>): Higher is better; unit: PERCENT.

- [F Score](<https://www.sota2.com/research/sota/referring-video-object-segmentation-on-mose-val.md?metric=F%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | J&F Score | Result date | Report paper |
| --- | --- | --- | --- |
| DeAOT | 59 | Not recorded | 68fa71ae1e209131cea5286b |
| UniRef++ | 59 | Not recorded | 68fa71ae1e209131cea5286b |
| AOT | 58.4 | Not recorded | 68fa71ae1e209131cea5286b |
| XMem | 56.3 | Not recorded | 68fa71ae1e209131cea5286b |
| UniRef++ | 54.7 | Not recorded | 68fa71ae1e209131cea5286b |
| STCN | 52.5 | Not recorded | 68fa71ae1e209131cea5286b |
| RDE | 46.8 | Not recorded | 68fa71ae1e209131cea5286b |

### DeAOT

J&F Score: 59. Result ID: 6991f65d3a6c3148490bb9ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0d1e209131cea3db24.md>)

[Implementation](<https://github.com/z-x-yang/AOT>)

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

### UniRef++

J&F Score: 59. Result ID: 6991f65d3a6c3148490bba01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Implementation](<https://github.com/FoundationVision/UniRef>)

Recorded evaluation configuration: {"Backbone":"Swin-L"}. This record does not assert independent reproduction.

### AOT

J&F Score: 58.4. Result ID: 6991f65d3a6c3148490bb9fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9e6.md>)

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

### XMem

J&F Score: 56.3. Result ID: 6991f65d3a6c3148490bb9fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bc8.md>)

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

### UniRef++

J&F Score: 54.7. Result ID: 6991f65d3a6c3148490bba00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Implementation](<https://github.com/FoundationVision/UniRef>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### STCN

J&F Score: 52.5. Result ID: 6991f65d3a6c3148490bb9fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afa1e209131cea2b76c.md>)

[Implementation](<https://github.com/hkchengrex/STCN>)

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

### RDE

J&F Score: 46.8. Result ID: 6991f65d3a6c3148490bb9fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea5286b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c791e209131cea342a2.md>)

[Implementation](<https://github.com/Limingxing00/RDE-VOS-CVPR2022>)

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

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