# Semi-supervised Video Object Segmentation on YTVOS 2019 (val)

Source: [Semi-supervised Video Object Segmentation on YTVOS 2019 (val)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val>)

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

Data updated: 2026-05-19T12:03:36.213Z

Evaluation of Semi-supervised Video Object Segmentation performance on the validation split of the YTVOS 2019 dataset, reporting Jaccard (J) and F-scores (F) for overall (G), union (u), and seen/unseen categories (s/u).

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 | Semi-supervised Video Object Segmentation |
| Dataset (including any stated split) | YTVOS 2019 (val) |
| Metric | Overall Jaccard (G) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [Overall Jaccard (G)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=Overall%20Jaccard%20(G)>): Higher is better; unit: PERCENT.

- [Jaccard (Seen)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=Jaccard%20(Seen)>): Higher is better; unit: PERCENT.

- [F-Score (Seen)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=F-Score%20(Seen)>): Higher is better; unit: PERCENT.

- [Jaccard (Union)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=Jaccard%20(Union)>): Higher is better; unit: PERCENT.

- [F-Score (Union)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=F-Score%20(Union)>): Higher is better; unit: PERCENT.

- [J&F Score](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-ytvos-2019-val.md?metric=J%26F%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Jaccard (G) | Result date | Report paper |
| --- | --- | --- | --- |
| SAM 2 | 89.3 | Not recorded | 68fa756f1e209131cea67e54 |
| SAM 2 | 88.8 | Not recorded | 68fa756f1e209131cea67e54 |
| SAM 2 | 88.6 | Not recorded | 68fa756f1e209131cea67e54 |
| SAM 2 | 88.2 | Not recorded | 68fa756f1e209131cea67e54 |
| SAM 2 | 88 | Not recorded | 68fa756f1e209131cea67e54 |
| Cutie-base+ | 87.5 | Not recorded | 68fa756f1e209131cea67e54 |
| Joint Former | 87.4 | Not recorded | 68fa756f1e209131cea67e54 |
| SAM 2 | 87.4 | Not recorded | 68fa756f1e209131cea67e54 |
| Cutie-base | 87 | Not recorded | 68fa756f1e209131cea67e54 |
| ISVOS | 86.3 | Not recorded | 68fa756f1e209131cea67e54 |
| SwinB-DeAOT-L | 86.1 | Not recorded | 68fa756f1e209131cea67e54 |
| XMem | 85.6 | Not recorded | 68fa756f1e209131cea67e54 |
| DEVA | 85.4 | Not recorded | 68fa756f1e209131cea67e54 |
| SwinB-AOT-L | 84.5 | Not recorded | 68fa756f1e209131cea67e54 |
| SimVOS-B | 84.2 | Not recorded | 68fa756f1e209131cea67e54 |
| STCN | 82.7 | Not recorded | 68fa756f1e209131cea67e54 |
| RDE | 81.9 | Not recorded | 68fa756f1e209131cea67e54 |

### SAM 2

Overall Jaccard (G): 89.3. Result ID: 6993a3cc3a6c31484917789f.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-L","Extra Training Data (SA-1B, SA-V)":false}. This record does not assert independent reproduction.

### SAM 2

Overall Jaccard (G): 88.8. Result ID: 6993a3cc3a6c3148491778a3.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-L","Extra Training Data (SA-1B, SA-V)":true}. This record does not assert independent reproduction.

### SAM 2

Overall Jaccard (G): 88.6. Result ID: 6993a3cc3a6c31484917789e.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-B+","Extra Training Data (SA-1B, SA-V)":false}. This record does not assert independent reproduction.

### SAM 2

Overall Jaccard (G): 88.2. Result ID: 6993a3cc3a6c3148491778a2.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-B+","Extra Training Data (SA-1B, SA-V)":true}. This record does not assert independent reproduction.

### SAM 2

Overall Jaccard (G): 88. Result ID: 6993a3cc3a6c3148491778a1.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-S","Extra Training Data (SA-1B, SA-V)":true}. This record does not assert independent reproduction.

### Cutie-base+

Overall Jaccard (G): 87.5. Result ID: 6993a3cc3a6c31484917789d.

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

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

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

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

### Joint Former

Overall Jaccard (G): 87.4. Result ID: 6993a3cc3a6c314849177899.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa785a1e209131cea77eb9.md>)

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

### SAM 2

Overall Jaccard (G): 87.4. Result ID: 6993a3cc3a6c3148491778a0.

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

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

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

Recorded evaluation configuration: {"Backbone":"Hiera-T","Extra Training Data (SA-1B, SA-V)":true}. This record does not assert independent reproduction.

### Cutie-base

Overall Jaccard (G): 87. Result ID: 6993a3cc3a6c31484917789c.

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

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

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

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

### ISVOS

Overall Jaccard (G): 86.3. Result ID: 6993a3cc3a6c31484917789a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e291e209131cea3e3b7.md>)

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

### SwinB-DeAOT-L

Overall Jaccard (G): 86.1. Result ID: 6993a3cc3a6c314849177895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.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.

### XMem

Overall Jaccard (G): 85.6. Result ID: 6993a3cc3a6c314849177897.

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

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

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

### DEVA

Overall Jaccard (G): 85.4. Result ID: 6993a3cc3a6c31484917789b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.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: Not recorded. This record does not assert independent reproduction.

### SwinB-AOT-L

Overall Jaccard (G): 84.5. Result ID: 6993a3cc3a6c314849177894.

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

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

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

### SimVOS-B

Overall Jaccard (G): 84.2. Result ID: 6993a3cc3a6c314849177898.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a77d.md>)

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

### STCN

Overall Jaccard (G): 82.7. Result ID: 6993a3cc3a6c314849177893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.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

Overall Jaccard (G): 81.9. Result ID: 6993a3cc3a6c314849177896.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e54.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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