# Referring Image Segmentation on RefCOCO+ seen (val)

Source: [Referring Image Segmentation on RefCOCO+ seen (val)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-plus-seen-val>)

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

Data updated: 2026-02-26T06:10:21.756Z

Evaluation of Referring Image Segmentation performance on the 'seen' subset of the validation split of the RefCOCO+ dataset, typically measured using mIoU.

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 Image Segmentation |
| Dataset (including any stated split) | RefCOCO+ seen (val) |
| Metric | mIoU |
| Unit | PERCENT |
| 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

- [mIoU](<https://www.sota2.com/research/sota/referring-image-segmentation-on-refcoco-plus-seen-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CGFormer | 67.44 | Not recorded | 68fa707f1e209131cea4b83a |
| CRIS | 61.49 | Not recorded | 68fa707f1e209131cea4b83a |
| LAVT | 61.17 | Not recorded | 68fa707f1e209131cea4b83a |

### CGFormer

mIoU: 67.44. Result ID: 6991458b3a6c31484906f240.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707f1e209131cea4b83a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707f1e209131cea4b83a.md>)

[Implementation](<https://github.com/Toneyaya/CGFormer>)

Recorded evaluation configuration: {"setting":"generalization"}. This record does not assert independent reproduction.

### CRIS

mIoU: 61.49. Result ID: 6991458b3a6c31484906f23e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707f1e209131cea4b83a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319eb.md>)

Recorded evaluation configuration: {"setting":"generalization"}. This record does not assert independent reproduction.

### LAVT

mIoU: 61.17. Result ID: 6991458b3a6c31484906f23f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707f1e209131cea4b83a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea328ba.md>)

[Implementation](<https://www.sota2.com/LAVT-RIS>)

Recorded evaluation configuration: {"setting":"generalization"}. This record does not assert independent reproduction.

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