# Referring Expression Segmentation on RefCOCO, RefCOCO+, and G-Ref (average)

Source: [Referring Expression Segmentation on RefCOCO, RefCOCO+, and G-Ref (average)](<https://www.sota2.com/research/sota/referring-expression-segmentation-on-refcoco-refcoco-plus-and-g-ref-average>)

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

Data updated: 2026-04-07T07:43:07.819Z

Evaluation of Referring Expression Segmentation performance averaged across the RefCOCO, RefCOCO+, and G-Ref datasets, 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 Expression Segmentation |
| Dataset (including any stated split) | RefCOCO, RefCOCO+, and G-Ref (average) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-expression-segmentation-on-refcoco-refcoco-plus-and-g-ref-average.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CoLA | 73.7 | Not recorded | 69d48f997d0172140ec74349 |
| EEVG | 72.2 | Not recorded | 69d48f997d0172140ec74349 |
| TALENT | 72 | Not recorded | 69cdf8430636e5bf4afcccfb |
| DETRIS | 71 | Not recorded | 69d48f997d0172140ec74349 |
| DETRIS | 70.4 | Not recorded | 69cdf8430636e5bf4afcccfb |
| VG-LAW | 69.2 | Not recorded | 69d48f997d0172140ec74349 |
| BarLeRIa | 67.1 | Not recorded | 69d48f997d0172140ec74349 |
| CoupAlign | 67 | Not recorded | 69d48f997d0172140ec74349 |
| BarLeRIa | 66.5 | Not recorded | 69cdf8430636e5bf4afcccfb |
| LAVT | 65.8 | Not recorded | 69d48f997d0172140ec74349 |
| CRIS | 64.3 | Not recorded | 69d48f997d0172140ec74349 |
| CRIS | 63.8 | Not recorded | 69cdf8430636e5bf4afcccfb |
| ETRIS | 63.4 | Not recorded | 69d48f997d0172140ec74349 |
| ETRIS | 62.8 | Not recorded | 69cdf8430636e5bf4afcccfb |
| Compacter | 61.3 | Not recorded | 69cdf8430636e5bf4afcccfb |
| LoRA | 60.4 | Not recorded | 69cdf8430636e5bf4afcccfb |

### CoLA

mIoU: 73.7. Result ID: 69d4b58947f34ce924bc39d6.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

Recorded evaluation configuration: {"Update Ratio":"17.2%"}. This record does not assert independent reproduction.

### EEVG

mIoU: 72.2. Result ID: 69d4b58947f34ce924bc39d2.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74631e209131cea6161d.md>)

Recorded evaluation configuration: {"Update Ratio":"100%"}. This record does not assert independent reproduction.

### TALENT

mIoU: 72. Result ID: 69ce3b5747f34ce924b7d4f3.

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

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

Recorded evaluation configuration: {"Params. (backbone)":"2.33M","Params. (other modules)":"20.44M","Params. (overall)":"22.77M"}. This record does not assert independent reproduction.

### DETRIS

mIoU: 71. Result ID: 69d4b58947f34ce924bc39d5.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

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

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

Recorded evaluation configuration: {"Update Ratio":"17.5%"}. This record does not assert independent reproduction.

### DETRIS

mIoU: 70.4. Result ID: 69ce3b5747f34ce924b7d4f2.

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

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

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

Recorded evaluation configuration: {"Params. (backbone)":"2.71M","Params. (other modules)":"22.84M","Params. (overall)":"26.69M"}. This record does not assert independent reproduction.

### VG-LAW

mIoU: 69.2. Result ID: 69d4b58947f34ce924bc39d1.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9e1e209131cea46a8e.md>)

Recorded evaluation configuration: {"Update Ratio":"100%"}. This record does not assert independent reproduction.

### BarLeRIa

mIoU: 67.1. Result ID: 69d4b58947f34ce924bc39d4.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

Recorded evaluation configuration: {"Update Ratio":"17.8%"}. This record does not assert independent reproduction.

### CoupAlign

mIoU: 67. Result ID: 69d4b58947f34ce924bc39d0.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3ddc4.md>)

Recorded evaluation configuration: {"Update Ratio":"100%"}. This record does not assert independent reproduction.

### BarLeRIa

mIoU: 66.5. Result ID: 69ce3b5747f34ce924b7d4f1.

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

Recorded evaluation configuration: {"Params. (backbone)":"2.21M","Params. (other modules)":"23.98M","Params. (overall)":"26.19M"}. This record does not assert independent reproduction.

### LAVT

mIoU: 65.8. Result ID: 69d4b58947f34ce924bc39cf.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

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

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

Recorded evaluation configuration: {"Update Ratio":"100%"}. This record does not assert independent reproduction.

### CRIS

mIoU: 64.3. Result ID: 69d4b58947f34ce924bc39ce.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

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

Recorded evaluation configuration: {"Update Ratio":"100%"}. This record does not assert independent reproduction.

### CRIS

mIoU: 63.8. Result ID: 69ce3b5747f34ce924b7d4ed.

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

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

Recorded evaluation configuration: {"Params. (backbone)":"57.31M","Params. (other modules)":"103.94M","Params. (overall)":"161.25M"}. This record does not assert independent reproduction.

### ETRIS

mIoU: 63.4. Result ID: 69d4b58947f34ce924bc39d3.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f997d0172140ec74349.md>)

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

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

Recorded evaluation configuration: {"Update Ratio":"17.4%"}. This record does not assert independent reproduction.

### ETRIS

mIoU: 62.8. Result ID: 69ce3b5747f34ce924b7d4f0.

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

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

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

Recorded evaluation configuration: {"Params. (backbone)":"1.94M","Params. (other modules)":"23.98M","Params. (overall)":"25.92M"}. This record does not assert independent reproduction.

### Compacter

mIoU: 61.3. Result ID: 69ce3b5747f34ce924b7d4ef.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9cc.md>)

Recorded evaluation configuration: {"Params. (backbone)":"0.19M","Params. (other modules)":"23.98M","Params. (overall)":"24.17M"}. This record does not assert independent reproduction.

### LoRA

mIoU: 60.4. Result ID: 69ce3b5747f34ce924b7d4ee.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Params. (backbone)":"0.03M","Params. (other modules)":"23.98M","Params. (overall)":"24.01M"}. This record does not assert independent reproduction.

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