# Video Object Segmentation on SeCVOS Single Scene Change

Source: [Video Object Segmentation on SeCVOS Single Scene Change](<https://www.sota2.com/research/sota/video-object-segmentation-on-secvos-single-scene-change>)

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

Data updated: 2026-03-04T08:04:01.857Z

Evaluation of Video Object Segmentation performance on the SeCVOS Single Scene Change dataset, reporting J&F, J, and F metrics.

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 | Video Object Segmentation |
| Dataset (including any stated split) | SeCVOS Single Scene Change |
| Metric | J&F |
| 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](<https://www.sota2.com/research/sota/video-object-segmentation-on-secvos-single-scene-change.md?metric=J%26F>): Higher is better; unit: PERCENT.

- [Jaccard Index (J)](<https://www.sota2.com/research/sota/video-object-segmentation-on-secvos-single-scene-change.md?metric=Jaccard%20Index%20(J)>): Higher is better; unit: PERCENT.

- [F-measure (F)](<https://www.sota2.com/research/sota/video-object-segmentation-on-secvos-single-scene-change.md?metric=F-measure%20(F)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | J&F | Result date | Report paper |
| --- | --- | --- | --- |
| SeC | 69.6 | Not recorded | 68fa7a2e1e209131cea81951 |
| SAM2.1Long | 61.8 | Not recorded | 68fa7a2e1e209131cea81951 |
| SAMURAI | 60.6 | Not recorded | 68fa7a2e1e209131cea81951 |
| SAM2.1 | 58.5 | Not recorded | 68fa7a2e1e209131cea81951 |
| Cutie-base | 53 | Not recorded | 68fa7a2e1e209131cea81951 |
| DEVA | 48.5 | Not recorded | 68fa7a2e1e209131cea81951 |
| Xmem | 47 | Not recorded | 68fa7a2e1e209131cea81951 |

### SeC

J&F: 69.6. Result ID: 69a7e5ab6dbb7075b94c912f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### SAM2.1Long

J&F: 61.8. Result ID: 69a7e5ab6dbb7075b94c912e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a4c1e209131cea82494.md>)

[Implementation](<https://github.com/Mark12Ding/SAM2Long>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### SAMURAI

J&F: 60.6. Result ID: 69a7e5ab6dbb7075b94c912d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Implementation](<https://github.com/yangchris11/samurai>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### SAM2.1

J&F: 58.5. Result ID: 69a7e5ab6dbb7075b94c912c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.md>)

[Implementation](<https://github.com/facebookresearch/sam2>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### Cutie-base

J&F: 53. Result ID: 69a7e5ab6dbb7075b94c912b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72e01e209131cea591a6.md>)

[Implementation](<https://www.sota2.com/hkchengrex.github.io/Cutie>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### DEVA

J&F: 48.5. Result ID: 69a7e5ab6dbb7075b94c912a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70941e209131cea4bf6c.md>)

[Implementation](<https://www.sota2.com/hkchengrex.github.io/Tracking-Anything-with-DEVA>)

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

### Xmem

J&F: 47. Result ID: 69a7e5ab6dbb7075b94c9129.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a2e1e209131cea81951.md>)

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

Recorded evaluation configuration: {"Evaluation Protocol":"semi-supervised"}. This record does not assert independent reproduction.

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