# Referring Image Object Grounding on RefCOCO+ MS-COCO (val)

Source: [Referring Image Object Grounding on RefCOCO+ MS-COCO (val)](<https://www.sota2.com/research/sota/referring-image-object-grounding-on-refcoco-plus-ms-coco-val>)

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

Data updated: 2026-04-14T09:28:31.117Z

Evaluation of Referring Image Object Grounding performance on the validation split of the RefCOCO+ dataset using MS-COCO images, typically 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 | Referring Image Object Grounding |
| Dataset (including any stated split) | RefCOCO+ MS-COCO (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/referring-image-object-grounding-on-refcoco-plus-ms-coco-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Shik-13B | 82.9 | Not recorded | 69ddca137d0172140ec799cd |
| Shik-7B | 81.6 | Not recorded | 69ddca137d0172140ec799cd |
| G-GPT | 81.6 | Not recorded | 69ddca137d0172140ec799cd |
| STORM | 81.6 | Not recorded | 69ddca137d0172140ec799cd |
| Ferret | 80.8 | Not recorded | 69ddca137d0172140ec799cd |
| M-GPT2 | 80 | Not recorded | 69ddca137d0172140ec799cd |

### Shik-13B

Accuracy: 82.9. Result ID: 69de08b947f34ce924c5c259.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"Parameters":"13B"}. This record does not assert independent reproduction.

### Shik-7B

Accuracy: 81.6. Result ID: 69de08b947f34ce924c5c258.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

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

### G-GPT

Accuracy: 81.6. Result ID: 69de08b947f34ce924c5c25c.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72601e209131cea56081.md>)

[Implementation](<https://github.com/lzw-lzw/GroundingGPT>)

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

### STORM

Accuracy: 81.6. Result ID: 69de08b947f34ce924c5c25d.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

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

### Ferret

Accuracy: 80.8. Result ID: 69de08b947f34ce924c5c25b.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d81e209131cea4da64.md>)

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

### M-GPT2

Accuracy: 80. Result ID: 69de08b947f34ce924c5c25a.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca137d0172140ec799cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7e5.md>)

[Implementation](<https://minigpt-v2.github.io/>)

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

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