# Birds-Eye-View Object Detection on KITTI Car R40 (val)

Source: [Birds-Eye-View Object Detection on KITTI Car R40 (val)](<https://www.sota2.com/research/sota/birds-eye-view-object-detection-on-kitti-car-r40-val>)

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

Data updated: 2026-02-26T05:23:05.641Z

Evaluation of Birds-Eye-View Object Detection performance for the Car class using the R40 protocol on the validation split of the KITTI dataset, segmented by Easy, Moderate, and Hard difficulty levels.

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 | Birds-Eye-View Object Detection |
| Dataset (including any stated split) | KITTI Car R40 (val) |
| Metric | AP (Easy) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 0 of 0 |
| 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 (Easy)](<https://www.sota2.com/research/sota/birds-eye-view-object-detection-on-kitti-car-r40-val.md?metric=AP%20(Easy)>): Higher is better; unit: PERCENT.

- [AP (Moderate)](<https://www.sota2.com/research/sota/birds-eye-view-object-detection-on-kitti-car-r40-val.md?metric=AP%20(Moderate)>): Higher is better; unit: PERCENT.

- [AP (Hard)](<https://www.sota2.com/research/sota/birds-eye-view-object-detection-on-kitti-car-r40-val.md?metric=AP%20(Hard)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (Easy) | Result date | Report paper |
| --- | --- | --- | --- |

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