# Visual Grounding on FP-RefCOCO+ (val)

Source: [Visual Grounding on FP-RefCOCO+ (val)](<https://www.sota2.com/research/sota/visual-grounding-on-fp-refcoco-plus-val>)

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

Data updated: 2026-02-26T06:04:09.601Z

Evaluation of Visual Grounding performance on the validation split of the FP-RefCOCO+ 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 | Visual Grounding |
| Dataset (including any stated split) | FP-RefCOCO+ (val) |
| Metric | See Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [See Rate](<https://www.sota2.com/research/sota/visual-grounding-on-fp-refcoco-plus-val.md?metric=See%20Rate>): Higher is better; unit: PERCENT.

- [Segment Rate](<https://www.sota2.com/research/sota/visual-grounding-on-fp-refcoco-plus-val.md?metric=Segment%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | See Rate | Result date | Report paper |
| --- | --- | --- | --- |
| UGround | 85.1 | Not recorded | 68fa7bde1e209131cea8ae56 |
| READ | 83.51 | Not recorded | 68fa7bde1e209131cea8ae56 |
| SESAME | 80 | Not recorded | 68fa7bde1e209131cea8ae56 |
| Cascading | 75.03 | Not recorded | 68fa7bde1e209131cea8ae56 |
| LISA-7B | 51.32 | Not recorded | 68fa7bde1e209131cea8ae56 |

### UGround

See Rate: 85.1. Result ID: 699a89315698665ec41353eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

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

### READ

See Rate: 83.51. Result ID: 699a89315698665ec41353ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7323f.md>)

[Implementation](<https://github.com/rui-qian/READ>)

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

### SESAME

See Rate: 80. Result ID: 699a89315698665ec41353e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### Cascading

See Rate: 75.03. Result ID: 699a89315698665ec41353e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### LISA-7B

See Rate: 51.32. Result ID: 699a89315698665ec41353e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

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

Page 1 of 1. This is an index page, not the full collection.