# 3D Object Detection on V2X-Real Vehicle-Centric

Source: [3D Object Detection on V2X-Real Vehicle-Centric](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric>)

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

Data updated: 2026-02-26T05:38:56.652Z

Evaluation of 3D Object Detection performance on the Vehicle-Centric subset of the V2X-Real dataset, reporting class-specific and overall Average Precision metrics at IoU thresholds of 0.3 and 0.5.

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) | V2X-Real Vehicle-Centric |
| Metric | Car AP@0.3 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Car AP@0.3](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Car%20AP%400.3>): Higher is better; unit: PERCENT.

- [Car AP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Car%20AP%400.5>): Higher is better; unit: PERCENT.

- [Pedestrian AP@0.3](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Pedestrian%20AP%400.3>): Higher is better; unit: PERCENT.

- [Pedestrian AP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Pedestrian%20AP%400.5>): Higher is better; unit: PERCENT.

- [Truck AP@0.3](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Truck%20AP%400.3>): Higher is better; unit: PERCENT.

- [Truck AP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=Truck%20AP%400.5>): Higher is better; unit: PERCENT.

- [mAP@0.3](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=mAP%400.3>): Higher is better; unit: PERCENT.

- [mAP@0.5](<https://www.sota2.com/research/sota/3d-object-detection-on-v2x-real-vehicle-centric.md?metric=mAP%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Car AP@0.3 | Result date | Report paper |
| --- | --- | --- | --- |
| FocalComm | 91.5 | Not recorded | 694238ea45614693628503f5 |
| ERMVP | 88.5 | Not recorded | 694238ea45614693628503f5 |
| F-Cooper | 88.3 | Not recorded | 694238ea45614693628503f5 |
| CoBEVT | 87.2 | Not recorded | 694238ea45614693628503f5 |
| V2VNet | 87 | Not recorded | 694238ea45614693628503f5 |
| CoAlign | 85.8 | Not recorded | 694238ea45614693628503f5 |
| V2XViT | 83.9 | Not recorded | 694238ea45614693628503f5 |
| Attfuse | 81.3 | Not recorded | 694238ea45614693628503f5 |
| No Collaboration | 73.7 | Not recorded | 694238ea45614693628503f5 |

### FocalComm

Car AP@0.3: 91.5. Result ID: 699843145698665ec49f98e5.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### ERMVP

Car AP@0.3: 88.5. Result ID: 699843145698665ec49f98e4.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### F-Cooper

Car AP@0.3: 88.3. Result ID: 699843145698665ec49f98de.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

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

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

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### CoBEVT

Car AP@0.3: 87.2. Result ID: 699843145698665ec49f98e1.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

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

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

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### V2VNet

Car AP@0.3: 87. Result ID: 699843145698665ec49f98df.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

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

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### CoAlign

Car AP@0.3: 85.8. Result ID: 699843145698665ec49f98e3.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

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

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### V2XViT

Car AP@0.3: 83.9. Result ID: 699843145698665ec49f98e2.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

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

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

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### Attfuse

Car AP@0.3: 81.3. Result ID: 699843145698665ec49f98e0.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420ae.md>)

Recorded evaluation configuration: {"Kmax":"4"}. This record does not assert independent reproduction.

### No Collaboration

Car AP@0.3: 73.7. Result ID: 699843145698665ec49f98dd.

[Reporting paper](<https://www.sota2.com/research/paper/694238ea45614693628503f5.md>)

Recorded evaluation configuration: {"Kmax":"4","Mode":"Vehicle-only"}. This record does not assert independent reproduction.

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