# 3D Object Detection on DAIR-V2X (Accuracy Focus)

Source: [3D Object Detection on DAIR-V2X (Accuracy Focus)](<https://www.sota2.com/research/sota/3d-object-detection-on-dair-v2x-accuracy-focus>)

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

Data updated: 2026-03-17T09:35:54.017Z

Evaluation of 3D Object Detection performance on the DAIR-V2X dataset, reporting Average Precision (AP) 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) | DAIR-V2X |
| Metric | AP@IoU=0.7 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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@IoU=0.7](<https://www.sota2.com/research/sota/3d-object-detection-on-dair-v2x-accuracy-focus.md?metric=AP%40IoU%3D0.7>): Higher is better; unit: PERCENT.

- [AP@IoU=0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-dair-v2x-accuracy-focus.md?metric=AP%40IoU%3D0.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@IoU=0.7 | Result date | Report paper |
| --- | --- | --- | --- |
| QPoint2Comm | 53.45 | Not recorded | 699fd3732d603e6de3e3be4c |
| mmCooper | 48.27 | Not recorded | 699fd3732d603e6de3e3be4c |
| ERMVP | 46.96 | Not recorded | 699fd3732d603e6de3e3be4c |
| Where2comm | 43.71 | Not recorded | 699fd3732d603e6de3e3be4c |
| No Fusion | 43.57 | Not recorded | 699fd3732d603e6de3e3be4c |
| SICP | 41.03 | Not recorded | 699fd3732d603e6de3e3be4c |
| DisoNet | 40.69 | Not recorded | 699fd3732d603e6de3e3be4c |
| V2X-ViT | 40.43 | Not recorded | 699fd3732d603e6de3e3be4c |
| Intermediate Fusion | 39.38 | Not recorded | 699fd3732d603e6de3e3be4c |
| Late Fusion | 34.47 | Not recorded | 699fd3732d603e6de3e3be4c |
| When2comm | 33.68 | Not recorded | 699fd3732d603e6de3e3be4c |

### QPoint2Comm

AP@IoU=0.7: 53.45. Result ID: 69b9206947f34ce924a21c8a.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### mmCooper

AP@IoU=0.7: 48.27. Result ID: 69b9206947f34ce924a21c89.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77991e209131cea74445.md>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### ERMVP

AP@IoU=0.7: 46.96. Result ID: 69b9206947f34ce924a21c87.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### Where2comm

AP@IoU=0.7: 43.71. Result ID: 69b9206947f34ce924a21c85.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d891e209131cea3a729.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/where2comm>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### No Fusion

AP@IoU=0.7: 43.57. Result ID: 69b9206947f34ce924a21c80.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

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

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

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### SICP

AP@IoU=0.7: 41.03. Result ID: 69b9206947f34ce924a21c88.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e33.md>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### DisoNet

AP@IoU=0.7: 40.69. Result ID: 69b9206947f34ce924a21c84.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b971e209131cea2f17f.md>)

[Implementation](<https://github.com/ai4ce/DiscoNet>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### V2X-ViT

AP@IoU=0.7: 40.43. Result ID: 69b9206947f34ce924a21c86.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d351e209131cea386f5.md>)

[Implementation](<https://github.com/DerrickXuNu/v2x-vit>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### Intermediate Fusion

AP@IoU=0.7: 39.38. Result ID: 69b9206947f34ce924a21c82.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

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

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

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### Late Fusion

AP@IoU=0.7: 34.47. Result ID: 69b9206947f34ce924a21c81.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

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

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

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

### When2comm

AP@IoU=0.7: 33.68. Result ID: 69b9206947f34ce924a21c83.

[Reporting paper](<https://www.sota2.com/research/paper/699fd3732d603e6de3e3be4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b21e209131cea17e06.md>)

Recorded evaluation configuration: {"Time Delay":"100ms","Localization Error":"0.2m","Heading Error":"0.2°"}. This record does not assert independent reproduction.

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