# 3D Object Detection on nuScenes Camera View Drop 6 drops

Source: [3D Object Detection on nuScenes Camera View Drop 6 drops](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-camera-view-drop-6-drops>)

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

Data updated: 2026-06-01T08:44:38.837Z

Evaluation of 3D Object Detection performance on the nuScenes dataset variant specifically configured by dropping 6 camera views, reporting metrics such as mAP and NDS.

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 Camera View Drop 6 drops |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-camera-view-drop-6-drops.md?metric=mAP>): Higher is better; unit: PERCENT.

- [NDS](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-camera-view-drop-6-drops.md?metric=NDS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| BEVFusion-AD +Ours | 65.7 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| GraphBEV +Ours | 64.2 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| MetaBEV | 63.6 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-MIT +Ours | 63.6 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| UniTR | 62.4 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| MEFormer | 62.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| MoME | 61.4 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| TransFusion | 61.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| CMT | 61 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| DeepInteraction | 59.9 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| GraphBEV | 59.2 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| SparseFusion | 57.8 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-AD | 57.3 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| UniBEV | 57.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-MIT | 56.2 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| BEVFusion-MIT (MD) | 44.1 | Not recorded | 6a1d11e7dbd7150506f83e25 |
| DETR3D | 0 | Not recorded | 6a1d11e7dbd7150506f83e25 |

### BEVFusion-AD +Ours

mAP: 65.7. Result ID: 6a1d45e2fbc373592c1686bf.

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

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

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

### GraphBEV +Ours

mAP: 64.2. Result ID: 6a1d45e2fbc373592c1686be.

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

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

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

### MetaBEV

mAP: 63.6. Result ID: 6a1d45e2fbc373592c1686bd.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f111e209131cea43a85.md>)

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

### BEVFusion-MIT +Ours

mAP: 63.6. Result ID: 6a1d45e2fbc373592c1686c0.

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

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

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

### UniTR

mAP: 62.4. Result ID: 6a1d45e2fbc373592c1686b6.

[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: Not recorded. This record does not assert independent reproduction.

### MEFormer

mAP: 62.1. Result ID: 6a1d45e2fbc373592c1686ba.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa747e1e209131cea61eda.md>)

[Implementation](<https://github.com/hanchaa/MEFormer>)

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

### MoME

mAP: 61.4. Result ID: 6a1d45e2fbc373592c1686b9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa77bc1e209131cea75061.md>)

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

### TransFusion

mAP: 61.1. Result ID: 6a1d45e2fbc373592c1686b1.

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

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

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

### CMT

mAP: 61. Result ID: 6a1d45e2fbc373592c1686b8.

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

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

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

### DeepInteraction

mAP: 59.9. Result ID: 6a1d45e2fbc373592c1686b4.

[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: Not recorded. This record does not assert independent reproduction.

### GraphBEV

mAP: 59.2. Result ID: 6a1d45e2fbc373592c1686b5.

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

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

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

### SparseFusion

mAP: 57.8. Result ID: 6a1d45e2fbc373592c1686b7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f271e209131cea4413d.md>)

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

### BEVFusion-AD

mAP: 57.3. Result ID: 6a1d45e2fbc373592c1686b3.

[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: Not recorded. This record does not assert independent reproduction.

### UniBEV

mAP: 57.1. Result ID: 6a1d45e2fbc373592c1686bc.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adc1.md>)

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

### BEVFusion-MIT

mAP: 56.2. Result ID: 6a1d45e2fbc373592c1686b2.

[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: Not recorded. This record does not assert independent reproduction.

### BEVFusion-MIT (MD)

mAP: 44.1. Result ID: 6a1d45e2fbc373592c1686bb.

[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: Not recorded. This record does not assert independent reproduction.

### DETR3D

mAP: 0. Result ID: 6a1d45e2fbc373592c1686b0.

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

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

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

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