# Referring Expression Comprehension on CLEVR-Ref+ (test)

Source: [Referring Expression Comprehension on CLEVR-Ref+ (test)](<https://www.sota2.com/research/sota/referring-expression-comprehension-on-clevr-ref-plus-test>)

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

Data updated: 2026-02-26T05:28:00.352Z

Evaluation of Referring Expression Comprehension performance on the test split of the CLEVR-Ref+ 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) | CLEVR-Ref+ (test) |
| 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/referring-expression-comprehension-on-clevr-ref-plus-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MDETR | 100 | Not recorded | 68fa6af51e209131cea2b5a9 |
| MGA-Net | 80.1 | Not recorded | 68fa6af51e209131cea2b5a9 |
| MAttNet | 60.9 | Not recorded | 68fa6af51e209131cea2b5a9 |

### MDETR

Accuracy: 100. Result ID: 698e474effc3901de09c41e6.

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

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

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

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

### MGA-Net

Accuracy: 80.1. Result ID: 698e474effc3901de09c41e5.

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

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

### MAttNet

Accuracy: 60.9. Result ID: 698e474effc3901de09c41e4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea031d4.md>)

[Implementation](<https://github.com/lichengunc/MAttNet>)

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

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