# 3D Object Detection on nuScenes-C R Rainy v1.0

Source: [3D Object Detection on nuScenes-C R Rainy v1.0](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-c-r-rainy-v1-0>)

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

Data updated: 2026-06-01T08:44:38.958Z

Evaluation of 3D Object Detection performance on the nuScenes-C dataset variant specifically under Rainy conditions (version 1.0).

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) | nuScenes-C R Rainy v1.0 |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [mAP](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-c-r-rainy-v1-0.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| BEVFusion-AD + Ours | 70.7 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| GraphBEV + Ours | 70.2 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| GraphBEV | 70 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| DeepInteraction | 69.9 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-MIT + Ours | 69.9 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| CMT | 69.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-AD | 68.4 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-MIT | 68.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| UniTR | 64.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| TransFusion | 63.7 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| CenterPoint | 55.2 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| DETR3D | 28.4 | Not recorded | 6a1d11e7dbd7150506f83e25 |

### BEVFusion-AD + Ours

mAP: 70.7. Result ID: 6a1d45e2fbc373592c1686ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### GraphBEV + Ours

mAP: 70.2. Result ID: 6a1d45e2fbc373592c1686f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### GraphBEV

mAP: 70. Result ID: 6a1d45e2fbc373592c1686ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea731c5.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### DeepInteraction

mAP: 69.9. Result ID: 6a1d45e2fbc373592c1686e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e2f9.md>)

[Implementation](<https://github.com/fudan-zvg/DeepInteraction>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### BEVFusion-MIT + Ours

mAP: 69.9. Result ID: 6a1d45e2fbc373592c1686ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### CMT

mAP: 69.1. Result ID: 6a1d45e2fbc373592c1686e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709a1e209131cea4c26a.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### BEVFusion-AD

mAP: 68.4. Result ID: 6a1d45e2fbc373592c1686ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de71e209131cea3ccdb.md>)

[Implementation](<https://github.com/ADLab-AutoDrive/BEVFusion>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### BEVFusion-MIT

mAP: 68.1. Result ID: 6a1d45e2fbc373592c1686eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74b01e209131cea63405.md>)

[Implementation](<https://github.com/mit-han-lab/bevfusion>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### UniTR

mAP: 64.1. Result ID: 6a1d45e2fbc373592c1686ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a921.md>)

[Implementation](<https://github.com/Haiyang-W/UniTR>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### TransFusion

mAP: 63.7. Result ID: 6a1d45e2fbc373592c1686e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31b48.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### CenterPoint

mAP: 55.2. Result ID: 6a1d45e2fbc373592c1686e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af91e209131cea2b72c.md>)

[Implementation](<https://github.com/tianweiy/CenterPoint>)

Recorded evaluation configuration: {"Modality":"L"}. This record does not assert independent reproduction.

### DETR3D

mAP: 28.4. Result ID: 6a1d45e2fbc373592c1686e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11e7dbd7150506f83e25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b111e209131cea2be51.md>)

Recorded evaluation configuration: {"Modality":"C"}. This record does not assert independent reproduction.

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