# Referring Image Segmentation on G-Ref Google partition (val)

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

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

Data updated: 2026-04-02T09:53:30.868Z

Evaluation of Referring Image Segmentation performance on the validation split of the G-Ref dataset, specifically using the Google partition subset.

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 Google partition (val) |
| Metric | oIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

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

## Recorded results

| Method | oIoU | Result date | Report paper |
| --- | --- | --- | --- |
| TALENT | 64.7 | Not recorded | 69cdf8430636e5bf4afcccfb |
| MagNet | 63.1 | Not recorded | 69cdf8430636e5bf4afcccfb |
| LQMFormer | 63 | Not recorded | 69cdf8430636e5bf4afcccfb |
| ReLA | 62.7 | Not recorded | 69cdf8430636e5bf4afcccfb |
| CG-former | 62.5 | Not recorded | 69cdf8430636e5bf4afcccfb |
| DMMI | 61.2 | Not recorded | 69cdf8430636e5bf4afcccfb |
| LAVT | 60.5 | Not recorded | 69cdf8430636e5bf4afcccfb |

### TALENT

oIoU: 64.7. Result ID: 69ce3b5747f34ce924b7d572.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

Recorded evaluation configuration: {"PET":"true"}. This record does not assert independent reproduction.

### MagNet

oIoU: 63.1. Result ID: 69ce3b5747f34ce924b7d570.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

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

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

### LQMFormer

oIoU: 63. Result ID: 69ce3b5747f34ce924b7d571.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

### ReLA

oIoU: 62.7. Result ID: 69ce3b5747f34ce924b7d56e.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

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

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

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

### CG-former

oIoU: 62.5. Result ID: 69ce3b5747f34ce924b7d56f.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

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

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

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

### DMMI

oIoU: 61.2. Result ID: 69ce3b5747f34ce924b7d56d.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

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

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

### LAVT

oIoU: 60.5. Result ID: 69ce3b5747f34ce924b7d56c.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8430636e5bf4afcccfb.md>)

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

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

Recorded evaluation configuration: {"PET":"false"}. This record does not assert independent reproduction.

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