# Referring Image Segmentation on G-Ref g (val)

Source: [Referring Image Segmentation on G-Ref g (val)](<https://www.sota2.com/research/sota/referring-image-segmentation-on-g-ref-g-val>)

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

Data updated: 2026-02-26T05:47:22.116Z

Evaluation of Referring Image Segmentation performance on the 'g' validation split of the G-Ref dataset, typically measured using Intersection over Union (IoU).

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) | G-Ref g (val) |
| Metric | IoU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [IoU](<https://www.sota2.com/research/sota/referring-image-segmentation-on-g-ref-g-val.md?metric=IoU>): Higher is better; unit: SCALAR.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| DETRIS-L | 0.679 | Not recorded | 68fa769a1e209131cea6e10f |
| DETRIS-B | 0.659 | Not recorded | 68fa769a1e209131cea6e10f |
| MagNet | 0.631 | Not recorded | 68fa769a1e209131cea6e10f |
| ReLA (2023b) | 0.627 | Not recorded | 68fa769a1e209131cea6e10f |
| ReLA (2023a) | 0.627 | Not recorded | 68fa769a1e209131cea6e10f |
| CGFormer | 0.625 | Not recorded | 68fa769a1e209131cea6e10f |
| DMMI | 0.62 | Not recorded | 68fa769a1e209131cea6e10f |
| BarLeRIA | 0.616 | Not recorded | 68fa769a1e209131cea6e10f |
| LAVT | 0.605 | Not recorded | 68fa769a1e209131cea6e10f |
| ETRIS | 0.579 | Not recorded | 68fa769a1e209131cea6e10f |
| RESTR | 0.545 | Not recorded | 68fa769a1e209131cea6e10f |

### DETRIS-L

IoU: 0.679. Result ID: 6994463b3a6c3148491c3391.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Implementation](<https://github.com/jiaqihuang01/DETRIS>)

Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning","Model Scale":"Large"}. This record does not assert independent reproduction.

### DETRIS-B

IoU: 0.659. Result ID: 6994463b3a6c3148491c3390.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Implementation](<https://github.com/jiaqihuang01/DETRIS>)

Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning","Model Scale":"Base"}. This record does not assert independent reproduction.

### MagNet

IoU: 0.631. Result ID: 6994463b3a6c3148491c338d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b98.md>)

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### ReLA (2023b)

IoU: 0.627. Result ID: 6994463b3a6c3148491c338a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46367.md>)

[Implementation](<https://henghui.ding.github.io/GRES>)

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### ReLA (2023a)

IoU: 0.627. Result ID: 6994463b3a6c3148491c338b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46367.md>)

[Implementation](<https://henghui.ding.github.io/GRES>)

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### CGFormer

IoU: 0.625. Result ID: 6994463b3a6c3148491c338c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

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

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

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### DMMI

IoU: 0.62. Result ID: 6994463b3a6c3148491c3389.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70761e209131cea4b349.md>)

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### BarLeRIA

IoU: 0.616. Result ID: 6994463b3a6c3148491c338f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning"}. This record does not assert independent reproduction.

### LAVT

IoU: 0.605. Result ID: 6994463b3a6c3148491c3388.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

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

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

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

### ETRIS

IoU: 0.579. Result ID: 6994463b3a6c3148491c338e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea48fee.md>)

[Implementation](<https://github.com/kkakkkka/ETRIS>)

Recorded evaluation configuration: {"Tuning Protocol":"Parameter Efficient Tuning"}. This record does not assert independent reproduction.

### RESTR

IoU: 0.545. Result ID: 6994463b3a6c3148491c3387.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769a1e209131cea6e10f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2f1e209131cea32a74.md>)

Recorded evaluation configuration: {"Tuning Protocol":"Traditional Full Fine-tuning"}. This record does not assert independent reproduction.

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