# 3D Object Detection on K-Radar (type+severity-open)

Source: [3D Object Detection on K-Radar (type+severity-open)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open>)

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

Data updated: 2026-07-03T07:41:56.497Z

Evaluation of 3D Object Detection performance on the K-Radar dataset variant focusing on specific weather types (Fog, Snow, Wet Ground) and severity levels (Low, Medium, High), reporting 3D AP and BEV AP metrics.

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 (type+severity-open) |
| Metric | BEV AP (Fog, Low Severity) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [BEV AP (Fog, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Fog%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Fog, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Fog%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Fog, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Fog%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Snow, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Snow%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Snow, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Snow%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Snow, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Snow%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Wet Ground, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Wet%20Ground%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Wet Ground, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Wet%20Ground%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP (Wet Ground, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP%20(Wet%20Ground%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Fog, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Fog%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Fog, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Fog%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Fog, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Fog%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Snow, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Snow%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Snow, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Snow%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Snow, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Snow%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Wet Ground, Low Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Wet%20Ground%2C%20Low%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Wet Ground, Medium Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Wet%20Ground%2C%20Medium%20Severity)>): Higher is better; unit: PERCENT.

- [3D AP (Wet Ground, High Severity)](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP%20(Wet%20Ground%2C%20High%20Severity)>): Higher is better; unit: PERCENT.

- [BEV AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=BEV%20AP>): Higher is better; unit: PERCENT.

- [3D AP](<https://www.sota2.com/research/sota/3d-object-detection-on-k-radar-type-plus-severity-open.md?metric=3D%20AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BEV AP (Fog, Low Severity) | Result date | Report paper |
| --- | --- | --- | --- |
| DCDA | 68.68 | Not recorded | 6a4741f7143ebdcacacc5ab5 |
| L4DR | 64.41 | Not recorded | 6a4741f7143ebdcacacc5ab5 |
| V2X-R | 62.89 | Not recorded | 6a4741f7143ebdcacacc5ab5 |
| InterFusion | 58.09 | Not recorded | 6a4741f7143ebdcacacc5ab5 |
| RTNH | 39.2 | Not recorded | 6a4741f7143ebdcacacc5ab5 |

### DCDA

BEV AP (Fog, Low Severity): 68.68. Result ID: 6a4767c360b88bb339930a48.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

Recorded evaluation configuration: {"Training exposure":"Normal and Fog-Light only"}. This record does not assert independent reproduction.

### L4DR

BEV AP (Fog, Low Severity): 64.41. Result ID: 6a4767c360b88bb339930a46.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77061e209131cea70917.md>)

Recorded evaluation configuration: {"Training exposure":"Normal and Fog-Light only"}. This record does not assert independent reproduction.

### V2X-R

BEV AP (Fog, Low Severity): 62.89. Result ID: 6a4767c360b88bb339930a47.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

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

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

Recorded evaluation configuration: {"Training exposure":"Normal and Fog-Light only"}. This record does not assert independent reproduction.

### InterFusion

BEV AP (Fog, Low Severity): 58.09. Result ID: 6a4767c360b88bb339930a45.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

Recorded evaluation configuration: {"Training exposure":"Normal and Fog-Light only"}. This record does not assert independent reproduction.

### RTNH

BEV AP (Fog, Low Severity): 39.2. Result ID: 6a4767c360b88bb339930a44.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741f7143ebdcacacc5ab5.md>)

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

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

Recorded evaluation configuration: {"Training exposure":"Normal and Fog-Light only"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
