# Interactive Video Object Segmentation on YouTube-IVOS (val)

Source: [Interactive Video Object Segmentation on YouTube-IVOS (val)](<https://www.sota2.com/research/sota/interactive-video-object-segmentation-on-youtube-ivos-val>)

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

Data updated: 2026-02-26T05:47:35.275Z

Evaluation of Interactive Video Object Segmentation performance on the validation split of the YouTube-IVOS dataset, measured using iterative J&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 | Interactive Video Object Segmentation |
| Dataset (including any stated split) | YouTube-IVOS (val) |
| Metric | J&F Score (1st Iteration) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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 (1st Iteration)](<https://www.sota2.com/research/sota/interactive-video-object-segmentation-on-youtube-ivos-val.md?metric=J%26F%20Score%20(1st%20Iteration)>): Higher is better; unit: SCALAR.

- [J&F Score (2nd Iteration)](<https://www.sota2.com/research/sota/interactive-video-object-segmentation-on-youtube-ivos-val.md?metric=J%26F%20Score%20(2nd%20Iteration)>): Higher is better; unit: SCALAR.

- [J&F Score (3rd Iteration)](<https://www.sota2.com/research/sota/interactive-video-object-segmentation-on-youtube-ivos-val.md?metric=J%26F%20Score%20(3rd%20Iteration)>): Higher is better; unit: SCALAR.

- [J&F Score (4th Iteration)](<https://www.sota2.com/research/sota/interactive-video-object-segmentation-on-youtube-ivos-val.md?metric=J%26F%20Score%20(4th%20Iteration)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | J&F Score (1st Iteration) | Result date | Report paper |
| --- | --- | --- | --- |
| GIS | 0.672 | Not recorded | 68fa69c91e209131cea2401d |
| Heo et al. | 0.643 | Not recorded | 68fa69c91e209131cea2401d |
| Miao et al. | 0.525 | Not recorded | 68fa69c91e209131cea2401d |

### GIS

J&F Score (1st Iteration): 0.672. Result ID: 698de283ffc3901de0995df8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea2401d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea2401d.md>)

[Implementation](<https://github.com/yuk6heo/GIS-RAmap>)

Recorded evaluation configuration: {"evaluation\_mode":"Proposed-GT"}. This record does not assert independent reproduction.

### Heo et al.

J&F Score (1st Iteration): 0.643. Result ID: 698de283ffc3901de0995df7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea2401d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f61e209131cea1972c.md>)

[Implementation](<https://github.com/yuk6heo/IVOS-ATNet>)

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

### Miao et al.

J&F Score (1st Iteration): 0.525. Result ID: 698de283ffc3901de0995df6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69c91e209131cea2401d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673d1e209131cea1520f.md>)

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

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