# Grounding on refCOCO+ (val)

Source: [Grounding on refCOCO+ (val)](<https://www.sota2.com/research/sota/grounding-on-refcoco-plus-val>)

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

Data updated: 2026-05-20T09:24:16.793Z

Evaluation of Grounding performance on the validation split of the refCOCO+ dataset, measured using accuracy.

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 | Grounding |
| Dataset (including any stated split) | refCOCO+ (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/grounding-on-refcoco-plus-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AutoTool | 81.6 | Not recorded | 6a0d402bf984739ed6737905 |
| DeepEyes | 79.2 | Not recorded | 6a0d402bf984739ed6737905 |
| Qwen2.5-VL-7B | 76.3 | Not recorded | 6a0d402bf984739ed6737905 |

### AutoTool

Accuracy: 81.6. Result ID: 6a0d7cdcfbc373592c05cd1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d402bf984739ed6737905.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d402bf984739ed6737905.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### DeepEyes

Accuracy: 79.2. Result ID: 6a0d7cdcfbc373592c05cd1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d402bf984739ed6737905.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c71e209131cea7a75e.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

Accuracy: 76.3. Result ID: 6a0d7cdcfbc373592c05cd19.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d402bf984739ed6737905.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

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