# 3D Object Detection on TJ4DRadSet RaCFormer base (source)

Source: [3D Object Detection on TJ4DRadSet RaCFormer base (source)](<https://www.sota2.com/research/sota/3d-object-detection-on-tj4dradset-racformer-base-source>)

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

Data updated: 2026-06-11T10:06:23.735Z

Evaluation of 3D Object Detection performance on the TJ4DRadSet RaCFormer base source data, reporting class-specific metrics for Car, Pedestrian, and Cyclist objects, along with overall mAP.

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) | TJ4DRadSet RaCFormer base (source) |
| Metric | Car AP |
| 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

- [Car AP](<https://www.sota2.com/research/sota/3d-object-detection-on-tj4dradset-racformer-base-source.md?metric=Car%20AP>): Higher is better; unit: PERCENT.

- [Pedestrian AP](<https://www.sota2.com/research/sota/3d-object-detection-on-tj4dradset-racformer-base-source.md?metric=Pedestrian%20AP>): Higher is better; unit: PERCENT.

- [Cyclist AP](<https://www.sota2.com/research/sota/3d-object-detection-on-tj4dradset-racformer-base-source.md?metric=Cyclist%20AP>): Higher is better; unit: PERCENT.

- [Overall mAP](<https://www.sota2.com/research/sota/3d-object-detection-on-tj4dradset-racformer-base-source.md?metric=Overall%20mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Car AP | Result date | Report paper |
| --- | --- | --- | --- |
| VBS2M | 54.12 | Not recorded | 6a2a4130d33dfb23e78393d0 |
| Source Only | 53.36 | Not recorded | 6a2a4130d33dfb23e78393d0 |
| SPG | 52.53 | Not recorded | 6a2a4130d33dfb23e78393d0 |
| CPerb | 52.16 | Not recorded | 6a2a4130d33dfb23e78393d0 |
| DG-GCD | 51.92 | Not recorded | 6a2a4130d33dfb23e78393d0 |
| VL2V-ADiP | 51.47 | Not recorded | 6a2a4130d33dfb23e78393d0 |

### VBS2M

Car AP: 54.12. Result ID: 6a2a8842fbc373592c283b7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

### Source Only

Car AP: 53.36. Result ID: 6a2a8842fbc373592c283b7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

### SPG

Car AP: 52.53. Result ID: 6a2a8842fbc373592c283b7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8b1e209131cea28a9a.md>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

### CPerb

Car AP: 52.16. Result ID: 6a2a8842fbc373592c283b7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738e1e209131cea5d33f.md>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

### DG-GCD

Car AP: 51.92. Result ID: 6a2a8842fbc373592c283b7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77941e209131cea741c5.md>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

### VL2V-ADiP

Car AP: 51.47. Result ID: 6a2a8842fbc373592c283b7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea565a1.md>)

[Implementation](<https://github.com/val-iisc/VL2V-ADiP.git>)

Recorded evaluation configuration: {"Backbone":"RaCFormer"}. This record does not assert independent reproduction.

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