# Generalized Referring Expression Segmentation on R-RefCOCO

Source: [Generalized Referring Expression Segmentation on R-RefCOCO](<https://www.sota2.com/research/sota/generalized-referring-expression-segmentation-on-r-refcoco>)

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

Data updated: 2026-02-26T06:10:31.340Z

Evaluation of Generalized Referring Expression Segmentation performance on the R-RefCOCO dataset, measured using mIoU, mRR, and rIoU.

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 | Generalized Referring Expression Segmentation |
| Dataset (including any stated split) | R-RefCOCO |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/generalized-referring-expression-segmentation-on-r-refcoco.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mRR](<https://www.sota2.com/research/sota/generalized-referring-expression-segmentation-on-r-refcoco.md?metric=mRR>): Higher is better; unit: PERCENT.

- [rIoU](<https://www.sota2.com/research/sota/generalized-referring-expression-segmentation-on-r-refcoco.md?metric=rIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CoHD | 74.16 | Not recorded | 68fa75d01e209131cea69fec |
| LAVT | 69.59 | Not recorded | 68fa75d01e209131cea69fec |
| RefSegformer | 68.78 | Not recorded | 68fa75d01e209131cea69fec |
| VLT | 61.66 | Not recorded | 68fa75d01e209131cea69fec |
| EFN | 58.33 | Not recorded | 68fa75d01e209131cea69fec |
| LAVT+ | 54.7 | Not recorded | 68fa75d01e209131cea69fec |
| CRIS | 43.58 | Not recorded | 68fa75d01e209131cea69fec |

### CoHD

mIoU: 74.16. Result ID: 6993fd273a6c3148491a1c0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

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

### LAVT

mIoU: 69.59. Result ID: 6993fd273a6c3148491a1c0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

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

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

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

### RefSegformer

mIoU: 68.78. Result ID: 6993fd273a6c3148491a1c0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea49045.md>)

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

### VLT

mIoU: 61.66. Result ID: 6993fd273a6c3148491a1c09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a911e209131cea28f0a.md>)

[Implementation](<https://github.com/henghuiding/Vision-Language-Transformer>)

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

### EFN

mIoU: 58.33. Result ID: 6993fd273a6c3148491a1c08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69eb1e209131cea24e62.md>)

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

### LAVT+

mIoU: 54.7. Result ID: 6993fd273a6c3148491a1c0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

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

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

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

### CRIS

mIoU: 43.58. Result ID: 6993fd273a6c3148491a1c07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fec.md>)

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

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