# Grounding and Detection on LVIS dense v1.0 (val)

Source: [Grounding and Detection on LVIS dense v1.0 (val)](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val>)

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

Data updated: 2026-06-09T11:04:28.610Z

Evaluation of Grounding and Detection performance on the validation split of the LVIS dense v1.0 dataset, reporting AP and AR metrics across different object sizes.

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 | Grounding and Detection |
| Dataset (including any stated split) | LVIS dense v1.0 (val) |
| Metric | AP Small |
| 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

- [AP Small](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AP%20Small>): Higher is better; unit: PERCENT.

- [AR Small](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AR%20Small>): Higher is better; unit: PERCENT.

- [AP Medium](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AP%20Medium>): Higher is better; unit: PERCENT.

- [AR Medium](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AR%20Medium>): Higher is better; unit: PERCENT.

- [AP Large](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AP%20Large>): Higher is better; unit: PERCENT.

- [AR Large](<https://www.sota2.com/research/sota/grounding-and-detection-on-lvis-dense-v1-0-val.md?metric=AR%20Large>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP Small | Result date | Report paper |
| --- | --- | --- | --- |
| ACTIVE-o3+GDINO | 7 | Not recorded | 68fa78d11e209131cea7a934 |
| GDINO | 5.7 | Not recorded | 68fa78d11e209131cea7a934 |
| V\* + GDINO | 5.7 | Not recorded | 68fa78d11e209131cea7a934 |
| ACTIVE-o3 | 4.3 | Not recorded | 68fa78d11e209131cea7a934 |
| Qwen2.5-VL-CoT | 2.5 | Not recorded | 68fa78d11e209131cea7a934 |
| Qwen2.5-VL | 1.6 | Not recorded | 68fa78d11e209131cea7a934 |

### ACTIVE-o3+GDINO

AP Small: 7. Result ID: 6a27f1fbfbc373592c259a3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

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

### GDINO

AP Small: 5.7. Result ID: 6a27f1fbfbc373592c259a3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

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

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

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

### V\* + GDINO

AP Small: 5.7. Result ID: 6a27f1fbfbc373592c259a3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ac1e209131cea52781.md>)

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

### ACTIVE-o3

AP Small: 4.3. Result ID: 6a27f1fbfbc373592c259a3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

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

### Qwen2.5-VL-CoT

AP Small: 2.5. Result ID: 6a27f1fbfbc373592c259a3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

### Qwen2.5-VL

AP Small: 1.6. Result ID: 6a27f1fbfbc373592c259a3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

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