# Referring Expression Comprehension on RefCOCO+

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

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

Data updated: 2026-02-26T05:54:43.881Z

Evaluation of Referring Expression Comprehension performance on the RefCOCO+ dataset, typically measured using P@0.5.

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 | P@0.5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [P@0.5](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-refcoco-plus.md?metric=P%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | P@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| Florence-2 (L) | 88.3 | Not recorded | 68fa71731e209131cea51508 |
| UNINEXT (H) | 85.2 | Not recorded | 68fa71731e209131cea51508 |
| PolyFormer (L) | 85 | Not recorded | 68fa71731e209131cea51508 |
| UNINEXT (L) | 83.1 | Not recorded | 68fa71731e209131cea51508 |
| GLEE-Pro | 82.6 | Not recorded | 68fa71731e209131cea51508 |
| GLEE-Plus | 81.6 | Not recorded | 68fa71731e209131cea51508 |
| MDETR | 81.1 | Not recorded | 68fa71731e209131cea51508 |
| UNINEXT (R50) | 79.8 | Not recorded | 68fa71731e209131cea51508 |
| SeqTR | 78.7 | Not recorded | 68fa71731e209131cea51508 |
| GLEE-Lite | 78.3 | Not recorded | 68fa71731e209131cea51508 |

### Florence-2 (L)

P@0.5: 88.3. Result ID: 6991e19a3a6c3148490b331b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71211e209131cea4f617.md>)

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### UNINEXT (H)

P@0.5: 85.2. Result ID: 6991e19a3a6c3148490b331a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### PolyFormer (L)

P@0.5: 85. Result ID: 6991e19a3a6c3148490b3317.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

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

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

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### UNINEXT (L)

P@0.5: 83.1. Result ID: 6991e19a3a6c3148490b3319.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### GLEE-Pro

P@0.5: 82.6. Result ID: 6991e19a3a6c3148490b331e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Implementation](<https://glee-vision.github.io/>)

Recorded evaluation configuration: {"Type":"Foundation Models"}. This record does not assert independent reproduction.

### GLEE-Plus

P@0.5: 81.6. Result ID: 6991e19a3a6c3148490b331d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Implementation](<https://glee-vision.github.io/>)

Recorded evaluation configuration: {"Type":"Foundation Models"}. This record does not assert independent reproduction.

### MDETR

P@0.5: 81.1. Result ID: 6991e19a3a6c3148490b3315.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

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

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

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### UNINEXT (R50)

P@0.5: 79.8. Result ID: 6991e19a3a6c3148490b3318.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### SeqTR

P@0.5: 78.7. Result ID: 6991e19a3a6c3148490b3316.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

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

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

Recorded evaluation configuration: {"Type":"Generalist Models"}. This record does not assert independent reproduction.

### GLEE-Lite

P@0.5: 78.3. Result ID: 6991e19a3a6c3148490b331c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71731e209131cea51508.md>)

[Implementation](<https://glee-vision.github.io/>)

Recorded evaluation configuration: {"Type":"Foundation Models"}. This record does not assert independent reproduction.

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