# 3D Object Detection on Waymo Open Dataset Level 2 (test)

Source: [3D Object Detection on Waymo Open Dataset Level 2 (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-level-2-test>)

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

Data updated: 2026-02-26T06:08:12.650Z

Evaluation of 3D Object Detection performance on the test split of the Waymo Open Dataset, specifically using the Level 2 difficulty configuration, reporting mAP and mAPH for Vehicle and Pedestrian classes.

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 Level 2 (test) |
| Metric | Vehicle mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

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

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

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

## Recorded results

| Method | Vehicle mAP | Result date | Report paper |
| --- | --- | --- | --- |
| CenterPoint | 72.2 | Not recorded | 68fa6af91e209131cea2b72c |
| RCD | 65.1 | Not recorded | 68fa6af91e209131cea2b72c |
| PPBA | 59.6 | Not recorded | 68fa6af91e209131cea2b72c |
| PointPillars | 55.6 | Not recorded | 68fa6af91e209131cea2b72c |
| StarNet | 54.9 | Not recorded | 68fa6af91e209131cea2b72c |

### CenterPoint

Vehicle mAP: 72.2. Result ID: 698e487effc3901de09c4d35.

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

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

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

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

### RCD

Vehicle mAP: 65.1. Result ID: 698e487effc3901de09c4d34.

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

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

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

### PPBA

Vehicle mAP: 59.6. Result ID: 698e487effc3901de09c4d33.

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

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

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

### PointPillars

Vehicle mAP: 55.6. Result ID: 698e487effc3901de09c4d32.

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

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

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

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

### StarNet

Vehicle mAP: 54.9. Result ID: 698e487effc3901de09c4d31.

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

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

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

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