# Referring Expression Comprehension on RefCOCO (Precision @1)

Source: [Referring Expression Comprehension on RefCOCO (Precision @1)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-precision-at-1>)

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

Data updated: 2026-02-26T05:58:51.172Z

Evaluation of Referring Expression Comprehension performance on the RefCOCO dataset, specifically reporting Precision @1.

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) | RefCOCO |
| Metric | Precision@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Precision@1](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-precision-at-1.md?metric=Precision%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@1 | Result date | Report paper |
| --- | --- | --- | --- |
| AIMv2 | 92.6 | Not recorded | 68fa75db1e209131cea6a431 |
| DFN-CLIP | 92.5 | Not recorded | 68fa75db1e209131cea6a431 |
| SigLIP | 92.3 | Not recorded | 68fa75db1e209131cea6a431 |
| OAI CLIP | 92.2 | Not recorded | 68fa75db1e209131cea6a431 |
| DINOv2 | 92.2 | Not recorded | 68fa75db1e209131cea6a431 |

### AIMv2

Precision@1: 92.6. Result ID: 6993e8ac3a6c31484919639e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Implementation](<https://github.com/apple/ml-aim>)

Recorded evaluation configuration: {"Evaluation protocol":"Finetuning on grounding dataset mixture"}. This record does not assert independent reproduction.

### DFN-CLIP

Precision@1: 92.5. Result ID: 6993e8ac3a6c31484919639b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71221e209131cea4f63c.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Finetuning on grounding dataset mixture"}. This record does not assert independent reproduction.

### SigLIP

Precision@1: 92.3. Result ID: 6993e8ac3a6c31484919639c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ae1e209131cea4c7a4.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Finetuning on grounding dataset mixture"}. This record does not assert independent reproduction.

### OAI CLIP

Precision@1: 92.2. Result ID: 6993e8ac3a6c31484919639a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Evaluation protocol":"Finetuning on grounding dataset mixture"}. This record does not assert independent reproduction.

### DINOv2

Precision@1: 92.2. Result ID: 6993e8ac3a6c31484919639d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75db1e209131cea6a431.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Evaluation protocol":"Finetuning on grounding dataset mixture"}. This record does not assert independent reproduction.

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