# Open-World Video Segmentation on BURST (val)

Source: [Open-World Video Segmentation on BURST (val)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val>)

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

Data updated: 2026-02-26T05:54:07.845Z

Evaluation of Open-World Video Segmentation performance on the validation split of the BURST dataset, measured using OWTA 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 | Open-World Video Segmentation |
| Dataset (including any stated split) | BURST (val) |
| Metric | OWTA (All) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [OWTA (All)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val.md?metric=OWTA%20(All)>): Higher is better; unit: PERCENT.

- [OWTA (Common)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val.md?metric=OWTA%20(Common)>): Higher is better; unit: PERCENT.

- [OWTA (Uncertain)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val.md?metric=OWTA%20(Uncertain)>): Higher is better; unit: PERCENT.

- [OWTA (Unseen)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val.md?metric=OWTA%20(Unseen)>): Higher is better; unit: PERCENT.

- [OWTA (Seen)](<https://www.sota2.com/research/sota/open-world-video-segmentation-on-burst-val.md?metric=OWTA%20(Seen)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OWTA (All) | Result date | Report paper |
| --- | --- | --- | --- |
| DEVA | 69.9 | Not recorded | 68fa70941e209131cea4bf6c |
| DEVA | 69.5 | Not recorded | 68fa70941e209131cea4bf6c |
| DEVA | 69.5 | Not recorded | 68fa70941e209131cea4bf6c |
| Mask2Former \[13\]+DEVA \[7\] | 69.5 | Not recorded | 68fa77b71e209131cea74ef2 |
| Mask2Former \[13\]+DEVA \[7\]+ BLIP2 \[11\] | 69.5 | Not recorded | 68fa77b71e209131cea74ef2 |
| OW-VISCapTor+DEVA \[7\] (online) | 69 | Not recorded | 68fa77b71e209131cea74ef2 |
| DEVA | 68.8 | Not recorded | 68fa70941e209131cea4bf6c |
| EntitySeg \[54\]+DEVA \[7\] | 68.8 | Not recorded | 68fa77b71e209131cea74ef2 |
| OW-VISCapTor+CAROQ \[18\] (online) | 66.1 | Not recorded | 68fa77b71e209131cea74ef2 |
| Mask2Former | 64.6 | Not recorded | 68fa70941e209131cea4bf6c |
| Mask2Former \[13\]+STCN \[35\] | 64.6 | Not recorded | 68fa77b71e209131cea74ef2 |
| Mask2Former | 60.9 | Not recorded | 68fa70941e209131cea4bf6c |
| OWTB | 55.8 | Not recorded | 68fa70941e209131cea4bf6c |
| OWTB \[5\] | 55.8 | Not recorded | 68fa77b71e209131cea74ef2 |

### DEVA

OWTA (All): 69.9. Result ID: 699149193a6c31484907089d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70941e209131cea4bf6c.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: {"Method":"Mask2Former","Association mode":"semi-online"}. This record does not assert independent reproduction.

### DEVA

OWTA (All): 69.5. Result ID: 699149193a6c31484907089c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70941e209131cea4bf6c.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: {"Method":"Mask2Former","Association mode":"online"}. This record does not assert independent reproduction.

### DEVA

OWTA (All): 69.5. Result ID: 699149193a6c31484907089f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70941e209131cea4bf6c.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: {"Method":"EntitySeg","Association mode":"semi-online"}. This record does not assert independent reproduction.

### Mask2Former \[13\]+DEVA \[7\]

OWTA (All): 69.5. Result ID: 699560b23badfaffe6531305.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### Mask2Former \[13\]+DEVA \[7\]+ BLIP2 \[11\]

OWTA (All): 69.5. Result ID: 699560b23badfaffe6531307.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### OW-VISCapTor+DEVA \[7\] (online)

OWTA (All): 69. Result ID: 699560b23badfaffe6531309.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

[Implementation](<https://anwesachoudhuri.github.io/OpenWorldVISCap/>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### DEVA

OWTA (All): 68.8. Result ID: 699149193a6c31484907089e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70941e209131cea4bf6c.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: {"Method":"EntitySeg","Association mode":"online"}. This record does not assert independent reproduction.

### EntitySeg \[54\]+DEVA \[7\]

OWTA (All): 68.8. Result ID: 699560b23badfaffe6531306.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### OW-VISCapTor+CAROQ \[18\] (online)

OWTA (All): 66.1. Result ID: 699560b23badfaffe6531308.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

[Implementation](<https://anwesachoudhuri.github.io/OpenWorldVISCap/>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### Mask2Former

OWTA (All): 64.6. Result ID: 699149193a6c31484907089a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c19.md>)

[Implementation](<https://bowenc0221.github.io/mask2former>)

Recorded evaluation configuration: {"Tracker type":"STCN tracker"}. This record does not assert independent reproduction.

### Mask2Former \[13\]+STCN \[35\]

OWTA (All): 64.6. Result ID: 699560b23badfaffe6531304.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

### Mask2Former

OWTA (All): 60.9. Result ID: 699149193a6c314849070899.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c19.md>)

[Implementation](<https://bowenc0221.github.io/mask2former>)

Recorded evaluation configuration: {"Tracker type":"Box tracker"}. This record does not assert independent reproduction.

### OWTB

OWTA (All): 55.8. Result ID: 699149193a6c31484907089b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324ff.md>)

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

### OWTB \[5\]

OWTA (All): 55.8. Result ID: 699560b23badfaffe6531303.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b71e209131cea74ef2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324ff.md>)

Recorded evaluation configuration: {"Mode":"online"}. This record does not assert independent reproduction.

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