# 3D Object Detection on Waymo Open Dataset Vehicle LEVEL\_1 v1.2 (test)

Source: [3D Object Detection on Waymo Open Dataset Vehicle LEVEL\_1 v1.2 (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test>)

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

Data updated: 2026-02-26T05:21:16.263Z

Evaluation of 3D Object Detection performance on the test split of Waymo Open Dataset, specifically using the Vehicle class subset under Level 1 difficulty configuration (v1.2), reporting distance-binned 3D 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) | Waymo Open Dataset Vehicle LEVEL\_1 v1.2 (test) |
| Metric | 3D mAP Overall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [3D mAP Overall](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAP%20Overall>): Higher is better; unit: PERCENT.

- [3D mAP 0-30m](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAP%200-30m>): Higher is better; unit: PERCENT.

- [3D mAP 30-50m](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAP%2030-50m>): Higher is better; unit: PERCENT.

- [3D mAP 50m+](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAP%2050m%2B>): Higher is better; unit: PERCENT.

- [3D mAPH Overall](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAPH%20Overall>): Higher is better; unit: PERCENT.

- [3D mAPH 0-30m](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAPH%200-30m>): Higher is better; unit: PERCENT.

- [3D mAPH 30-50m](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAPH%2030-50m>): Higher is better; unit: PERCENT.

- [3D mAPH 50m+](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-vehicle-level_1-v1-2-test.md?metric=3D%20mAPH%2050m%2B>): Higher is better; unit: PERCENT.

## Recorded results

| Method | 3D mAP Overall | Result date | Report paper |
| --- | --- | --- | --- |
| M3DETR | 77.66 | Not recorded | 68fa6b191e209131cea2c28f |
| PV-RCNN\* | 76.89 | Not recorded | 68fa6b191e209131cea2c28f |
| RangeDet | 75.83 | Not recorded | 68fa6b191e209131cea2c28f |
| Det3D | 73.29 | Not recorded | 68fa6b191e209131cea2c28f |
| RCD | 69.59 | Not recorded | 68fa6b191e209131cea2c28f |
| PointPillars | 68.62 | Not recorded | 68fa6b191e209131cea2c28f |
| StarNet | 61.5 | Not recorded | 68fa6b191e209131cea2c28f |

### M3DETR

3D mAP Overall: 77.66. Result ID: 698e5b20ffc3901de09ce6df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Implementation](<https://github.com/rayguan97/M3DETR>)

Recorded evaluation configuration: {"input":"single point cloud frame"}. This record does not assert independent reproduction.

### PV-RCNN\*

3D mAP Overall: 76.89. Result ID: 698e5b20ffc3901de09ce6de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea23700.md>)

[Implementation](<https://github.com/open-mmlab/OpenPCDet>)

Recorded evaluation configuration: {"reproducibility":"reproduced results","input":"single point cloud frame"}. This record does not assert independent reproduction.

### RangeDet

3D mAP Overall: 75.83. Result ID: 698e5b20ffc3901de09ce6dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69951e209131cea22d96.md>)

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

### Det3D

3D mAP Overall: 73.29. Result ID: 698e5b20ffc3901de09ce6dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66431e209131cea0f4d6.md>)

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

### RCD

3D mAP Overall: 69.59. Result ID: 698e5b20ffc3901de09ce6d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa692b1e209131cea207e2.md>)

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

### PointPillars

3D mAP Overall: 68.62. Result ID: 698e5b20ffc3901de09ce6db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c01e209131cea0c2bc.md>)

[Implementation](<https://github.com/nutonomy/second.pytorch>)

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

### StarNet

3D mAP Overall: 61.5. Result ID: 698e5b20ffc3901de09ce6da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12594.md>)

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

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