# Video Instance Segmentation on OVIS 56 (val)

Source: [Video Instance Segmentation on OVIS 56 (val)](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val>)

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

Data updated: 2026-02-26T05:22:46.377Z

Evaluation of Video Instance Segmentation performance on the OVIS 56 validation split, reporting standard AP and AR 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 Instance Segmentation |
| Dataset (including any stated split) | OVIS 56 (val) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AP](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val.md?metric=AP75>): Higher is better; unit: PERCENT.

- [AR@K=1](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val.md?metric=AR%40K%3D1>): Higher is better; unit: PERCENT.

- [AR@K=10](<https://www.sota2.com/research/sota/video-instance-segmentation-on-ovis-56-val.md?metric=AR%40K%3D10>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| TarViS | 43.2 | Not recorded | 68fa6f441e209131cea449e1 |
| IDOL | 42.6 | Not recorded | 68fa6f441e209131cea449e1 |
| TarViS | 34 | Not recorded | 68fa6f441e209131cea449e1 |
| TarViS | 31.1 | Not recorded | 68fa6f441e209131cea449e1 |
| Mask2Former-VIS | 30.2 | Not recorded | 68fa6f441e209131cea449e1 |
| VITA | 27.7 | Not recorded | 68fa6f441e209131cea449e1 |
| IDOL | 25 | Not recorded | 68fa6f441e209131cea449e1 |
| MinVIS | 19.6 | Not recorded | 68fa6f441e209131cea449e1 |

### TarViS

AP: 43.2. Result ID: 69909eaf3a6c31484901e82a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Implementation](<https://github.com/Ali2500/TarViS>)

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

### IDOL

AP: 42.6. Result ID: 69909eaf3a6c31484901e828.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d111e209131cea3767d.md>)

[Implementation](<https://github.com/wjf5203/VNext>)

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

### TarViS

AP: 34. Result ID: 69909eaf3a6c31484901e827.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Implementation](<https://github.com/Ali2500/TarViS>)

Recorded evaluation configuration: {"Backbone":"Swin-T","Shared Model":true}. This record does not assert independent reproduction.

### TarViS

AP: 31.1. Result ID: 69909eaf3a6c31484901e826.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Implementation](<https://github.com/Ali2500/TarViS>)

Recorded evaluation configuration: {"Backbone":"R-50","Shared Model":true}. This record does not assert independent reproduction.

### Mask2Former-VIS

AP: 30.2. Result ID: 69909eaf3a6c31484901e823.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b801e209131cea2ea42.md>)

[Implementation](<https://github.com/facebookresearch/Mask2Former>)

Recorded evaluation configuration: {"Backbone":"R-50","Shared Model":false}. This record does not assert independent reproduction.

### VITA

AP: 27.7. Result ID: 69909eaf3a6c31484901e829.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bb97.md>)

[Implementation](<https://github.com/sukjunhwang/VITA>)

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

### IDOL

AP: 25. Result ID: 69909eaf3a6c31484901e824.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d111e209131cea3767d.md>)

[Implementation](<https://github.com/wjf5203/VNext>)

Recorded evaluation configuration: {"Backbone":"R-50","Shared Model":false}. This record does not assert independent reproduction.

### MinVIS

AP: 19.6. Result ID: 69909eaf3a6c31484901e825.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea449e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea384fd.md>)

[Implementation](<https://github.com/NVlabs/MinVIS>)

Recorded evaluation configuration: {"Backbone":"R-50","Shared Model":false}. This record does not assert independent reproduction.

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