# Referring Segmentation on FP-RefCOCOg augmented (val)

Source: [Referring Segmentation on FP-RefCOCOg augmented (val)](<https://www.sota2.com/research/sota/referring-segmentation-on-fp-refcocog-augmented-val>)

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

Data updated: 2026-02-26T06:04:11.478Z

Evaluation of Referring Segmentation performance on the validation split of the FP-RefCOCOg augmented dataset, measured using the Segment metric.

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 | Referring Segmentation |
| Dataset (including any stated split) | FP-RefCOCOg augmented (val) |
| Metric | Segment Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Segment Score](<https://www.sota2.com/research/sota/referring-segmentation-on-fp-refcocog-augmented-val.md?metric=Segment%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Segment Score | Result date | Report paper |
| --- | --- | --- | --- |
| READ | 56.12 | Not recorded | 68fa776a1e209131cea7323f |
| SESAME | 53.79 | Not recorded | 68fa776a1e209131cea7323f |
| Cascading | 49.98 | Not recorded | 68fa776a1e209131cea7323f |
| LISA-7B | 39.64 | Not recorded | 68fa776a1e209131cea7323f |

### READ

Segment Score: 56.12. Result ID: 699489593a6c3148491ddd59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Implementation](<https://github.com/rui-qian/READ>)

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

### SESAME

Segment Score: 53.79. Result ID: 699489593a6c3148491ddd58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### Cascading

Segment Score: 49.98. Result ID: 699489593a6c3148491ddd57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### LISA-7B

Segment Score: 39.64. Result ID: 699489593a6c3148491ddd56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction.

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