# 3D Object Detection on OPV2Vn EMI

Source: [3D Object Detection on OPV2Vn EMI](<https://www.sota2.com/research/sota/3d-object-detection-on-opv2vn-emi>)

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

Data updated: 2026-03-04T16:01:33.117Z

Evaluation of 3D Object Detection performance on the OPV2Vn EMI dataset, reporting Average Precision 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) | OPV2Vn EMI |
| Metric | AP@0.5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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-opv2vn-emi.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

- [AP@0.7](<https://www.sota2.com/research/sota/3d-object-detection-on-opv2vn-emi.md?metric=AP%400.7>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| CoopDiff | 78.91 | Not recorded | 69a66c652d603e6de3e3d293 |
| Coalign | 77.41 | Not recorded | 69a66c652d603e6de3e3d293 |
| DSRC | 77.14 | Not recorded | 69a66c652d603e6de3e3d293 |
| V2X-ViT | 76.47 | Not recorded | 69a66c652d603e6de3e3d293 |
| V2VNet | 76.3 | Not recorded | 69a66c652d603e6de3e3d293 |
| Fcooper | 75.63 | Not recorded | 69a66c652d603e6de3e3d293 |
| Late | 75.52 | Not recorded | 69a66c652d603e6de3e3d293 |
| Where2Comm | 74.7 | Not recorded | 69a66c652d603e6de3e3d293 |
| MRCNet | 68.91 | Not recorded | 69a66c652d603e6de3e3d293 |
| ERMVP | 62.02 | Not recorded | 69a66c652d603e6de3e3d293 |
| Single | 60.46 | Not recorded | 69a66c652d603e6de3e3d293 |
| Intermediate | 56.82 | Not recorded | 69a66c652d603e6de3e3d293 |
| MDD | 56.45 | Not recorded | 69a66c652d603e6de3e3d293 |

### CoopDiff

AP@0.5: 78.91. Result ID: 69a857526dbb7075b94fa914.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### Coalign

AP@0.5: 77.41. Result ID: 69a857526dbb7075b94fa90f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eab1e209131cea4144e.md>)

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

### DSRC

AP@0.5: 77.14. Result ID: 69a857526dbb7075b94fa912.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772c1e209131cea71957.md>)

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

### V2X-ViT

AP@0.5: 76.47. Result ID: 69a857526dbb7075b94fa90d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

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

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

### V2VNet

AP@0.5: 76.3. Result ID: 69a857526dbb7075b94fa90c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5bb.md>)

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

### Fcooper

AP@0.5: 75.63. Result ID: 69a857526dbb7075b94fa90b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66641e209131cea100c7.md>)

[Implementation](<https://www.acm.org/publications/proceedings-template>)

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

### Late

AP@0.5: 75.52. Result ID: 69a857526dbb7075b94fa90a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### Where2Comm

AP@0.5: 74.7. Result ID: 69a857526dbb7075b94fa90e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

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

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

### MRCNet

AP@0.5: 68.91. Result ID: 69a857526dbb7075b94fa911.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### ERMVP

AP@0.5: 62.02. Result ID: 69a857526dbb7075b94fa910.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### Single

AP@0.5: 60.46. Result ID: 69a857526dbb7075b94fa908.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### Intermediate

AP@0.5: 56.82. Result ID: 69a857526dbb7075b94fa909.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

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

### MDD

AP@0.5: 56.45. Result ID: 69a857526dbb7075b94fa913.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c652d603e6de3e3d293.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7acc1e209131cea85290.md>)

[Implementation](<https://github.com/ylwhxht/V2X-R>)

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

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