# 2D Object Detection on KITTI Pedestrian (val)

Source: [2D Object Detection on KITTI Pedestrian (val)](<https://www.sota2.com/research/sota/2d-object-detection-on-kitti-pedestrian-val>)

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

Data updated: 2026-02-26T05:23:05.159Z

Evaluation of 2D Object Detection performance specifically for Pedestrians on the validation split of the KITTI dataset, reporting Average Precision (AP) across 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 | 2D Object Detection |
| Dataset (including any stated split) | KITTI Pedestrian (val) |
| Metric | AP (Easy) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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/2d-object-detection-on-kitti-pedestrian-val.md?metric=AP%20(Easy)>): Higher is better; unit: PERCENT.

- [AP (Moderate)](<https://www.sota2.com/research/sota/2d-object-detection-on-kitti-pedestrian-val.md?metric=AP%20(Moderate)>): Higher is better; unit: PERCENT.

- [AP (Hard)](<https://www.sota2.com/research/sota/2d-object-detection-on-kitti-pedestrian-val.md?metric=AP%20(Hard)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (Easy) | Result date | Report paper |
| --- | --- | --- | --- |
| DSGN | 59.06 | Not recorded | 68fa67521e209131cea15711 |

### DSGN

AP (Easy): 59.06. Result ID: 698d2ab78b517eb4331f7f10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15711.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15711.md>)

[Implementation](<https://github.com/chenyilun95/DSGN>)

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

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