# 3D Object Detection on OPV2V +m2 agent H (test)

Source: [3D Object Detection on OPV2V +m2 agent H (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-opv2v-plus-m2-agent-h-test>)

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

Data updated: 2026-03-10T10:07:53.596Z

Evaluation of 3D Object Detection performance on the specific variant 'OPV2V +m2 agent H' test split, reporting AP metrics at IoU thresholds of 0.5 and 0.7.

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) | OPV2V +m2 agent H (test) |
| Metric | AP@0.5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-opv2v-plus-m2-agent-h-test.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

- [AP@0.7](<https://www.sota2.com/research/sota/3d-object-detection-on-opv2v-plus-m2-agent-h-test.md?metric=AP%400.7>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| FASTER-HEAL | 89.3 | Not recorded | 69afa5a32d603e6de3e43c6e |
| HEAL (trained with ours configurations) | 87.2 | Not recorded | 69afa5a32d603e6de3e43c6e |
| HEAL (reported by \[11\]) | 82.6 | Not recorded | 69afa5a32d603e6de3e43c6e |
| CoBEVT | 82.2 | Not recorded | 69afa5a32d603e6de3e43c6e |
| Late Fusion | 77.5 | Not recorded | 69afa5a32d603e6de3e43c6e |
| No Fusion | 74.8 | Not recorded | 69afa5a32d603e6de3e43c6e |

### FASTER-HEAL

AP@0.5: 89.3. Result ID: 69afed6f6dbb7075b958d83d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

Recorded evaluation configuration: {"Model #Training Params (M)":"0.113"}. This record does not assert independent reproduction.

### HEAL (trained with ours configurations)

AP@0.5: 87.2. Result ID: 69afed6f6dbb7075b958d83c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea5826d.md>)

Recorded evaluation configuration: {"Model #Training Params (M)":"15.01"}. This record does not assert independent reproduction.

### HEAL (reported by \[11\])

AP@0.5: 82.6. Result ID: 69afed6f6dbb7075b958d83b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b91e209131cea5826d.md>)

Recorded evaluation configuration: {"Model #Training Params (M)":"15.01"}. This record does not assert independent reproduction.

### CoBEVT

AP@0.5: 82.2. Result ID: 69afed6f6dbb7075b958d83a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d851e209131cea3a5ee.md>)

Recorded evaluation configuration: {"Model #Training Params (M)":"33.24"}. This record does not assert independent reproduction.

### Late Fusion

AP@0.5: 77.5. Result ID: 69afed6f6dbb7075b958d839.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

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

### No Fusion

AP@0.5: 74.8. Result ID: 69afed6f6dbb7075b958d838.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a32d603e6de3e43c6e.md>)

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

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