# 3D Object Detection on K-Radar Sedan v1.1 (test)

Source: [3D Object Detection on K-Radar Sedan v1.1 (test)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test>)

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

Data updated: 2026-04-10T08:59:53.794Z

Evaluation of 3D Object Detection performance on the test split of the K-Radar Sedan v1.1 dataset, reporting Average Precision (AP) segmented across various weather conditions (Total, Normal, Overcast, Fog, Rain, Sleet, Light Snow, Heavy Snow).

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) | K-Radar Sedan v1.1 (test) |
| Metric | Total AP |
| 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

- [Total AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Total%20AP>): Higher is better; unit: PERCENT.

- [Normal AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Normal%20AP>): Higher is better; unit: PERCENT.

- [Overcast AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Overcast%20AP>): Higher is better; unit: PERCENT.

- [Fog AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Fog%20AP>): Higher is better; unit: PERCENT.

- [Rain AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Rain%20AP>): Higher is better; unit: PERCENT.

- [Sleet AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Sleet%20AP>): Higher is better; unit: PERCENT.

- [Light Snow AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Light%20Snow%20AP>): Higher is better; unit: PERCENT.

- [Heavy Snow AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-sedan-v1-1-test.md?metric=Heavy%20Snow%20AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Total AP | Result date | Report paper |
| --- | --- | --- | --- |
| DinoRADE | 70.8 | Not recorded | 69d8842b7d0172140ec77adf |
| RADE-Net | 66.7 | Not recorded | 69d8842b7d0172140ec77adf |
| WRCFormer | 58.7 | Not recorded | 69d8842b7d0172140ec77adf |
| RTNH+ | 57.6 | Not recorded | 69d8842b7d0172140ec77adf |
| DPFT | 56.1 | Not recorded | 69d8842b7d0172140ec77adf |
| MixedFusion | 55.1 | Not recorded | 69d8842b7d0172140ec77adf |
| TED-M | 52.3 | Not recorded | 69d8842b7d0172140ec77adf |
| VPFNet | 52.2 | Not recorded | 69d8842b7d0172140ec77adf |
| TED-S | 51 | Not recorded | 69d8842b7d0172140ec77adf |
| CasA | 50.9 | Not recorded | 69d8842b7d0172140ec77adf |
| RTNH | 47.4 | Not recorded | 69d8842b7d0172140ec77adf |
| EchoFusion | 47.4 | Not recorded | 69d8842b7d0172140ec77adf |
| Voxel-RCNN | 46.4 | Not recorded | 69d8842b7d0172140ec77adf |

### DinoRADE

Total AP: 70.8. Result ID: 69d8bc0147f34ce924c1c3cd.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

Recorded evaluation configuration: {"Modality":"RC"}. This record does not assert independent reproduction.

### RADE-Net

Total AP: 66.7. Result ID: 69d8bc0147f34ce924c1c3c6.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30b06017c4460ffab6af.md>)

Recorded evaluation configuration: {"Modality":"R"}. This record does not assert independent reproduction.

### WRCFormer

Total AP: 58.7. Result ID: 69d8bc0147f34ce924c1c3cc.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c6e53fdd5c36173d796.md>)

Recorded evaluation configuration: {"Modality":"RC"}. This record does not assert independent reproduction.

### RTNH+

Total AP: 57.6. Result ID: 69d8bc0147f34ce924c1c3c5.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

Recorded evaluation configuration: {"Modality":"R"}. This record does not assert independent reproduction.

### DPFT

Total AP: 56.1. Result ID: 69d8bc0147f34ce924c1c3cb.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75f51e209131cea6aa5d.md>)

Recorded evaluation configuration: {"Modality":"RC"}. This record does not assert independent reproduction.

### MixedFusion

Total AP: 55.1. Result ID: 69d8bc0147f34ce924c1c3c9.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### TED-M

Total AP: 52.3. Result ID: 69d8bc0147f34ce924c1c3c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e221e209131cea3e118.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### VPFNet

Total AP: 52.2. Result ID: 69d8bc0147f34ce924c1c3c7.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e047.md>)

Recorded evaluation configuration: {"Modality":"LC"}. This record does not assert independent reproduction.

### TED-S

Total AP: 51. Result ID: 69d8bc0147f34ce924c1c3c3.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e221e209131cea3e118.md>)

Recorded evaluation configuration: {"Modality":"L"}. This record does not assert independent reproduction.

### CasA

Total AP: 50.9. Result ID: 69d8bc0147f34ce924c1c3c2.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

Recorded evaluation configuration: {"Modality":"L"}. This record does not assert independent reproduction.

### RTNH

Total AP: 47.4. Result ID: 69d8bc0147f34ce924c1c3c4.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71241e209131cea4f772.md>)

[Implementation](<https://github.com/kaist-avelab/K-Radar>)

Recorded evaluation configuration: {"Modality":"R"}. This record does not assert independent reproduction.

### EchoFusion

Total AP: 47.4. Result ID: 69d8bc0147f34ce924c1c3ca.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa712b1e209131cea4faad.md>)

[Implementation](<https://github.com/tusen-ai/EchoFusion>)

Recorded evaluation configuration: {"Modality":"RC"}. This record does not assert independent reproduction.

### Voxel-RCNN

Total AP: 46.4. Result ID: 69d8bc0147f34ce924c1c3c1.

[Reporting paper](<https://www.sota2.com/research/paper/69d8842b7d0172140ec77adf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693b1e209131cea21032.md>)

[Implementation](<https://github.com/djiajunustc/Voxel-R-CNN>)

Recorded evaluation configuration: {"Modality":"L"}. This record does not assert independent reproduction.

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