# Referring Image Segmentation on refCOCO+ UMD (val)

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

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

Data updated: 2026-02-26T05:47:22.997Z

Evaluation of Referring Image Segmentation performance on the UMD subset of the refCOCO+ validation set, reporting IoU metrics.

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+ UMD (val) |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-refcoco-plus-umd-val.md?metric=IoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| Sa2VA-26B | 78.8 | Not recorded | 698c0d29c97a0b3e3b5e1223 |
| VersaViT | 69.4 | Not recorded | 698c0d29c97a0b3e3b5e1223 |
| ReLA | 66 | Not recorded | 698c0d29c97a0b3e3b5e1223 |
| LISA-7B | 62.4 | Not recorded | 698c0d29c97a0b3e3b5e1223 |
| LAVT | 62.1 | Not recorded | 698c0d29c97a0b3e3b5e1223 |
| VISA-7B | 59.8 | Not recorded | 698c0d29c97a0b3e3b5e1223 |

### Sa2VA-26B

IoU: 78.8. Result ID: 69971a875698665ec4686fe5.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ec1e209131cea6ff2c.md>)

Recorded evaluation configuration: {"training":"Fine-tuning","parameters":"26B"}. This record does not assert independent reproduction.

### VersaViT

IoU: 69.4. Result ID: 69971a875698665ec4686fe6.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

Recorded evaluation configuration: {"training":"Fine-tuning"}. This record does not assert independent reproduction.

### ReLA

IoU: 66. Result ID: 69971a875698665ec4686fe2.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

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

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

Recorded evaluation configuration: {"training":"Fine-tuning"}. This record does not assert independent reproduction.

### LISA-7B

IoU: 62.4. Result ID: 69971a875698665ec4686fe3.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.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: {"training":"Fine-tuning","parameters":"7B"}. This record does not assert independent reproduction.

### LAVT

IoU: 62.1. Result ID: 69971a875698665ec4686fe1.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

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

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

Recorded evaluation configuration: {"training":"Fine-tuning"}. This record does not assert independent reproduction.

### VISA-7B

IoU: 59.8. Result ID: 69971a875698665ec4686fe4.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d29c97a0b3e3b5e1223.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa741f1e209131cea5fc43.md>)

[Implementation](<https://github.com/cilinyan/VISA>)

Recorded evaluation configuration: {"training":"Fine-tuning","parameters":"7B"}. This record does not assert independent reproduction.

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