# Referring Expression Comprehension on RefCOCO+ 80 (val)

Source: [Referring Expression Comprehension on RefCOCO+ 80 (val)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-plus-80-val>)

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

Data updated: 2026-02-26T05:30:05.435Z

Evaluation of Referring Expression Comprehension performance on the validation split of the RefCOCO+ 80 dataset, 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 Expression Comprehension |
| Dataset (including any stated split) | RefCOCO+ 80 (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-expression-comprehension-on-refcoco-plus-80-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SimVG-TB | 87.43 | Not recorded | 68fa756f1e209131cea67e78 |
| SimVG-DB | 87.28 | Not recorded | 68fa756f1e209131cea67e78 |
| mPLUG-2 | 86.02 | Not recorded | 68fa756f1e209131cea67e78 |
| OFA-L | 85.8 | Not recorded | 68fa756f1e209131cea67e78 |
| PolyFormer | 84.98 | Not recorded | 68fa756f1e209131cea67e78 |
| SimVG-DB | 84.83 | Not recorded | 68fa756f1e209131cea67e78 |
| SimVG-DB | 84.17 | Not recorded | 68fa756f1e209131cea67e78 |
| PolyFormer | 83.73 | Not recorded | 68fa756f1e209131cea67e78 |
| SimVG-TB | 83.54 | Not recorded | 68fa756f1e209131cea67e78 |
| DQ-DETR | 81.66 | Not recorded | 68fa756f1e209131cea67e78 |
| GroundingDINO | 81.09 | Not recorded | 68fa756f1e209131cea67e78 |
| UniTAB | 80.97 | Not recorded | 68fa756f1e209131cea67e78 |
| MDETR | 79.52 | Not recorded | 68fa756f1e209131cea67e78 |
| SeqTR | 78.69 | Not recorded | 68fa756f1e209131cea67e78 |
| RefTR | 77.55 | Not recorded | 68fa756f1e209131cea67e78 |
| VILLA\_L | 76.17 | Not recorded | 68fa756f1e209131cea67e78 |
| UNITER\_L | 75.9 | Not recorded | 68fa756f1e209131cea67e78 |

### SimVG-TB

Accuracy: 87.43. Result ID: 6993be213a6c3148491837a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Implementation](<https://github.com/Dmmm1997/SimVG>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-L/32","Pre-train images":"28K"}. This record does not assert independent reproduction.

### SimVG-DB

Accuracy: 87.28. Result ID: 6993be213a6c3148491837a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Implementation](<https://github.com/Dmmm1997/SimVG>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-L/32","Pre-train images":"28K"}. This record does not assert independent reproduction.

### mPLUG-2

Accuracy: 86.02. Result ID: 6993be213a6c31484918379d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f461e209131cea44b05.md>)

[Implementation](<https://github.com/alibaba/AliceMind>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-L/14"}. This record does not assert independent reproduction.

### OFA-L

Accuracy: 85.8. Result ID: 6993be213a6c31484918379c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35951.md>)

[Implementation](<https://github.com/OFA-Sys/OFA>)

Recorded evaluation configuration: {"Visual Encoder":"RN152"}. This record does not assert independent reproduction.

### PolyFormer

Accuracy: 84.98. Result ID: 6993be213a6c31484918379b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428bb.md>)

[Implementation](<https://polyformer.github.io/>)

Recorded evaluation configuration: {"Visual Encoder":"Swin-L"}. This record does not assert independent reproduction.

### SimVG-DB

Accuracy: 84.83. Result ID: 6993be213a6c3148491837a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Implementation](<https://github.com/Dmmm1997/SimVG>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-B/32","Pre-train images":"174K"}. This record does not assert independent reproduction.

### SimVG-DB

Accuracy: 84.17. Result ID: 6993be213a6c31484918379e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Implementation](<https://github.com/Dmmm1997/SimVG>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-B/32","Pre-train images":"28K"}. This record does not assert independent reproduction.

### PolyFormer

Accuracy: 83.73. Result ID: 6993be213a6c31484918379a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428bb.md>)

[Implementation](<https://polyformer.github.io/>)

Recorded evaluation configuration: {"Visual Encoder":"Swin-B"}. This record does not assert independent reproduction.

### SimVG-TB

Accuracy: 83.54. Result ID: 6993be213a6c31484918379f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Implementation](<https://github.com/Dmmm1997/SimVG>)

Recorded evaluation configuration: {"Visual Encoder":"ViT-B/32","Pre-train images":"174K"}. This record does not assert independent reproduction.

### DQ-DETR

Accuracy: 81.66. Result ID: 6993be213a6c314849183798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1f1e209131cea3df1e.md>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

### GroundingDINO

Accuracy: 81.09. Result ID: 6993be213a6c314849183799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Visual Encoder":"Swin-T"}. This record does not assert independent reproduction.

### UniTAB

Accuracy: 80.97. Result ID: 6993be213a6c314849183797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37ecb.md>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

### MDETR

Accuracy: 79.52. Result ID: 6993be213a6c314849183794.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af51e209131cea2b5a9.md>)

[Implementation](<https://github.com/ashkamath/mdetr>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

### SeqTR

Accuracy: 78.69. Result ID: 6993be213a6c314849183796.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0c1e209131cea3dad7.md>)

[Implementation](<https://github.com/sean-zhuh/SeqTR>)

Recorded evaluation configuration: {"Visual Encoder":"DN53"}. This record does not assert independent reproduction.

### RefTR

Accuracy: 77.55. Result ID: 6993be213a6c314849183795.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a611e209131cea27dec.md>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

### VILLA\_L

Accuracy: 76.17. Result ID: 6993be213a6c314849183793.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d368.md>)

[Implementation](<https://github.com/zhegan27/VILLA>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

### UNITER\_L

Accuracy: 75.9. Result ID: 6993be213a6c314849183792.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f91e209131cea1989f.md>)

[Implementation](<https://github.com/ChenRocks/UNITER>)

Recorded evaluation configuration: {"Visual Encoder":"RN101"}. This record does not assert independent reproduction.

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