# 3D Object Detection on Waymo Open Dataset Level 1 (test)

Source: [3D Object Detection on Waymo Open Dataset Level 1 (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-waymo-open-dataset-level-1-test>)

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

Data updated: 2026-02-26T06:08:12.632Z

Evaluation of 3D Object Detection performance on the test split of the Waymo Open Dataset, specifically focusing on the Level 1 difficulty subset, reporting Vehicle and Pedestrian mAP/mAPH.

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 1 (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-1-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-1-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-1-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-1-test.md?metric=Pedestrian%20mAPH>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Vehicle mAP | Result date | Report paper |
| --- | --- | --- | --- |
| CenterPoint | 80.2 | Not recorded | 68fa6af91e209131cea2b72c |
| RCD | 72 | Not recorded | 68fa6af91e209131cea2b72c |
| PPBA | 67.5 | Not recorded | 68fa6af91e209131cea2b72c |
| PointPillars | 63.3 | Not recorded | 68fa6af91e209131cea2b72c |
| StarNet | 61.5 | Not recorded | 68fa6af91e209131cea2b72c |

### CenterPoint

Vehicle mAP: 80.2. Result ID: 698e487effc3901de09c4d30.

[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 1"}. This record does not assert independent reproduction.

### RCD

Vehicle mAP: 72. Result ID: 698e487effc3901de09c4d2f.

[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 1"}. This record does not assert independent reproduction.

### PPBA

Vehicle mAP: 67.5. Result ID: 698e487effc3901de09c4d2e.

[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 1"}. This record does not assert independent reproduction.

### PointPillars

Vehicle mAP: 63.3. Result ID: 698e487effc3901de09c4d2d.

[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 1"}. This record does not assert independent reproduction.

### StarNet

Vehicle mAP: 61.5. Result ID: 698e487effc3901de09c4d2c.

[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 1"}. This record does not assert independent reproduction.

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