# Object Grounding on LVIS-Ground (test)

Source: [Object Grounding on LVIS-Ground (test)](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test>)

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

Data updated: 2026-02-26T05:23:33.907Z

Evaluation of Object Grounding performance on the test split of the LVIS-Ground dataset, measured using Average Recall (AR) metrics.

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 | Object Grounding |
| Dataset (including any stated split) | LVIS-Ground (test) |
| Metric | AR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AR](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR>): Higher is better; unit: PERCENT.

- [AR @ IoU 0.5](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR%20%40%20IoU%200.5>): Higher is better; unit: PERCENT.

- [AR @ IoU 0.75](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR%20%40%20IoU%200.75>): Higher is better; unit: PERCENT.

- [AR (Small)](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR%20(Small)>): Higher is better; unit: PERCENT.

- [AR (Medium)](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR%20(Medium)>): Higher is better; unit: PERCENT.

- [AR (Large)](<https://www.sota2.com/research/sota/object-grounding-on-lvis-ground-test.md?metric=AR%20(Large)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AR | Result date | Report paper |
| --- | --- | --- | --- |
| Groma | 28.8 | Not recorded | 68fa72ee1e209131cea595bc |
| Ferret | 16.8 | Not recorded | 68fa72ee1e209131cea595bc |
| MiniGPT-v2 | 11.4 | Not recorded | 68fa72ee1e209131cea595bc |
| Shikra | 4.9 | Not recorded | 68fa72ee1e209131cea595bc |

### Groma

AR: 28.8. Result ID: 6992a3293a6c31484910501b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Implementation](<https://groma-mllm.github.io/>)

Recorded evaluation configuration: {"prompt template":"native"}. This record does not assert independent reproduction.

### Ferret

AR: 16.8. Result ID: 6992a3293a6c31484910501a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d81e209131cea4da64.md>)

Recorded evaluation configuration: {"prompt template":"native"}. This record does not assert independent reproduction.

### MiniGPT-v2

AR: 11.4. Result ID: 6992a3293a6c314849105019.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7e5.md>)

[Implementation](<https://minigpt-v2.github.io/>)

Recorded evaluation configuration: {"prompt template":"native"}. This record does not assert independent reproduction.

### Shikra

AR: 4.9. Result ID: 6992a3293a6c314849105018.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"prompt template":"native"}. This record does not assert independent reproduction.

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