# Open-Vocabulary Object Detection on LVIS (val)

Source: [Open-Vocabulary Object Detection on LVIS (val)](<https://www.sota2.com/research/sota/open-vocabulary-object-detection-on-lvis-val>)

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

Data updated: 2026-02-26T05:23:32.844Z

Evaluation of Open-Vocabulary Object Detection performance on the validation split of the LVIS dataset, reporting metrics such as APr and AP.

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 | Open-Vocabulary Object Detection |
| Dataset (including any stated split) | LVIS (val) |
| Metric | APr |
| 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

- [APr](<https://www.sota2.com/research/sota/open-vocabulary-object-detection-on-lvis-val.md?metric=APr>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/open-vocabulary-object-detection-on-lvis-val.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APr | Result date | Report paper |
| --- | --- | --- | --- |
| MaMMUT | 31 | Not recorded | 68fa70471e209131cea4a22e |
| ViLD-Ensemble | 26.3 | Not recorded | 68fa70471e209131cea4a22e |
| OWL-VIT | 25.6 | Not recorded | 68fa70471e209131cea4a22e |
| Detic-CN2 | 24.6 | Not recorded | 68fa70471e209131cea4a22e |
| OWL-VIT | 23.3 | Not recorded | 68fa70471e209131cea4a22e |
| RegionCLIP | 22 | Not recorded | 68fa70471e209131cea4a22e |
| ViLD-Ensemble | 21.7 | Not recorded | 68fa70471e209131cea4a22e |
| Rasheed et al. | 21.1 | Not recorded | 68fa70471e209131cea4a22e |
| DetPro-Cascade | 20 | Not recorded | 68fa70471e209131cea4a22e |
| VL-PLM | 17.2 | Not recorded | 68fa70471e209131cea4a22e |

### MaMMUT

APr: 31. Result ID: 6991273a3a6c31484906131f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

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

### ViLD-Ensemble

APr: 26.3. Result ID: 6991273a3a6c31484906131a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c891e209131cea34901.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/vild>)

Recorded evaluation configuration: {"variant":"2"}. This record does not assert independent reproduction.

### OWL-VIT

APr: 25.6. Result ID: 6991273a3a6c31484906131e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37afa.md>)

[Implementation](<https://github.com/google-research/scenic/tree/main/scenic/projects/owl_vit>)

Recorded evaluation configuration: {"variant":"2"}. This record does not assert independent reproduction.

### Detic-CN2

APr: 24.6. Result ID: 6991273a3a6c314849061317.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d211e209131cea3803c.md>)

[Implementation](<https://github.com/facebookresearch/Detic>)

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

### OWL-VIT

APr: 23.3. Result ID: 6991273a3a6c31484906131d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37afa.md>)

[Implementation](<https://github.com/google-research/scenic/tree/main/scenic/projects/owl_vit>)

Recorded evaluation configuration: {"variant":"1"}. This record does not assert independent reproduction.

### RegionCLIP

APr: 22. Result ID: 6991273a3a6c314849061318.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e983.md>)

[Implementation](<https://github.com/microsoft/RegionCLIP>)

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

### ViLD-Ensemble

APr: 21.7. Result ID: 6991273a3a6c314849061319.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c891e209131cea34901.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/vild>)

Recorded evaluation configuration: {"variant":"1"}. This record does not assert independent reproduction.

### Rasheed et al.

APr: 21.1. Result ID: 6991273a3a6c31484906131c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d7e4.md>)

[Implementation](<https://github.com/hanoonaR/object-centric-ovd>)

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

### DetPro-Cascade

APr: 20. Result ID: 6991273a3a6c314849061316.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea324d8.md>)

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

### VL-PLM

APr: 17.2. Result ID: 6991273a3a6c31484906131b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70471e209131cea4a22e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea37a18.md>)

[Implementation](<https://github.com/xiaofeng94/VL-PLM>)

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

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