# 3D Object Detection on Omni3D NUSCENES domain

Source: [3D Object Detection on Omni3D NUSCENES domain](<https://www.sota2.com/research/sota/3d-object-detection-on-omni3d-nuscenes-domain>)

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

Data updated: 2026-05-29T11:44:02.903Z

Evaluation of 3D Object Detection performance on the NUSCENES domain subset of the Omni3D dataset, reporting AP15 and mAP 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 | 3D Object Detection |
| Dataset (including any stated split) | Omni3D NUSCENES domain |
| Metric | AP15 |
| 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

- [AP15](<https://www.sota2.com/research/sota/3d-object-detection-on-omni3d-nuscenes-domain.md?metric=AP15>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/3d-object-detection-on-omni3d-nuscenes-domain.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP15 | Result date | Report paper |
| --- | --- | --- | --- |
| DetAny3D | 41.01 | Not recorded | 6a191dbfdbd7150506f82a2a |
| Cube R-CNN | 32.5 | Not recorded | 6a191dbfdbd7150506f82a2a |
| OVMono3D | 25.45 | Not recorded | 6a191dbfdbd7150506f82a2a |
| GR3D-8B | 22.98 | Not recorded | 6a191dbfdbd7150506f82a2a |
| Qwen2-VL-7B | 11.52 | Not recorded | 6a191dbfdbd7150506f82a2a |
| Qwen2-VL-2B | 7.48 | Not recorded | 6a191dbfdbd7150506f82a2a |

### DetAny3D

AP15: 41.01. Result ID: 6a197be3fbc373592c14d938.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd17.md>)

Recorded evaluation configuration: {"Base detector":"Cube R-CNN"}. This record does not assert independent reproduction.

### Cube R-CNN

AP15: 32.5. Result ID: 6a197be3fbc373592c14d936.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea42a09.md>)

[Implementation](<https://github.com/facebookresearch/omni3d>)

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

### OVMono3D

AP15: 25.45. Result ID: 6a197be3fbc373592c14d937.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e31e209131cea6a768.md>)

Recorded evaluation configuration: {"Base detector":"Cube R-CNN"}. This record does not assert independent reproduction.

### GR3D-8B

AP15: 22.98. Result ID: 6a197be3fbc373592c14d93b.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

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

### Qwen2-VL-7B

AP15: 11.52. Result ID: 6a197be3fbc373592c14d93a.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

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

### Qwen2-VL-2B

AP15: 7.48. Result ID: 6a197be3fbc373592c14d939.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbfdbd7150506f82a2a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

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

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