# Referring Description on RefCOCOg (val)

Source: [Referring Description on RefCOCOg (val)](<https://www.sota2.com/research/sota/referring-description-on-refcocog-val>)

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

Data updated: 2026-02-26T05:40:45.369Z

Evaluation of Referring Description performance on the validation split of the RefCOCOg dataset.

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 Description |
| Dataset (including any stated split) | RefCOCOg (val) |
| Metric | Detailed Description Acc |
| 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

- [Detailed Description Acc](<https://www.sota2.com/research/sota/referring-description-on-refcocog-val.md?metric=Detailed%20Description%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Detailed Description Acc | Result date | Report paper |
| --- | --- | --- | --- |
| Osprey-7B | 83.78 | Not recorded | 68fa7b1f1e209131cea86abf |
| Osprey-7B | 77.54 | Not recorded | 68fa7b1f1e209131cea86abf |
| LLaVA-1.5 | 71.11 | Not recorded | 68fa7b1f1e209131cea86abf |
| GPT4RoI-7B | 49.97 | Not recorded | 68fa7b1f1e209131cea86abf |
| Shikra-7B | 40.97 | Not recorded | 68fa7b1f1e209131cea86abf |
| Kosmos-2 | 40.89 | Not recorded | 68fa7b1f1e209131cea86abf |

### Osprey-7B

Detailed Description Acc: 83.78. Result ID: 698b81847a967eddb76f27db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Implementation](<https://github.com/CircleRadon/Osprey>)

Recorded evaluation configuration: {"additional\_665K\_stage3\_data\_mixture":true}. This record does not assert independent reproduction.

### Osprey-7B

Detailed Description Acc: 77.54. Result ID: 698b81847a967eddb76f27da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Implementation](<https://github.com/CircleRadon/Osprey>)

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

### LLaVA-1.5

Detailed Description Acc: 71.11. Result ID: 698b81847a967eddb76f27d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

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

### GPT4RoI-7B

Detailed Description Acc: 49.97. Result ID: 698b81847a967eddb76f27d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

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

### Shikra-7B

Detailed Description Acc: 40.97. Result ID: 698b81847a967eddb76f27d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

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

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

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

### Kosmos-2

Detailed Description Acc: 40.89. Result ID: 698b81847a967eddb76f27d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86abf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa700a1e209131cea48c7f.md>)

[Implementation](<https://aka.ms/kosmos-2>)

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

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