# Referring Expression Comprehension on GRefCOCO

Source: [Referring Expression Comprehension on GRefCOCO](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-grefcoco>)

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

Data updated: 2026-05-12T10:11:08.310Z

Evaluation of Referring Expression Comprehension performance on the GRefCOCO dataset, using Prec@(F1@0.5) and N-acc 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 Expression Comprehension |
| Dataset (including any stated split) | GRefCOCO |
| Metric | Prec@(F1@0.5) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Prec@(F1@0.5)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-grefcoco.md?metric=Prec%40(F1%400.5)>): Higher is better; unit: PERCENT.

- [N-Accuracy](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-grefcoco.md?metric=N-Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Prec@(F1@0.5) | Result date | Report paper |
| --- | --- | --- | --- |
| UNINEXT + DAPE | 63.8 | Not recorded | 6a02b409dbc836b87d82462f |
| MDETR + DAPE | 61.6 | Not recorded | 6a02b409dbc836b87d82462f |
| UNINEXT | 61.2 | Not recorded | 6a02b409dbc836b87d82462f |
| MDETR | 58.8 | Not recorded | 6a02b409dbc836b87d82462f |

### UNINEXT + DAPE

Prec@(F1@0.5): 63.8. Result ID: 6a02fcaa47f34ce924e6509d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

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

### MDETR + DAPE

Prec@(F1@0.5): 61.6. Result ID: 6a02fcaa47f34ce924e6509b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

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

### UNINEXT

Prec@(F1@0.5): 61.2. Result ID: 6a02fcaa47f34ce924e6509c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

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

### MDETR

Prec@(F1@0.5): 58.8. Result ID: 6a02fcaa47f34ce924e6509a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b409dbc836b87d82462f.md>)

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

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