# Object Detection on DroneVehicle Day (natural split)

Source: [Object Detection on DroneVehicle Day (natural split)](<https://www.sota2.com/research/sota/object-detection-on-dronevehicle-day-natural-split>)

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

Data updated: 2026-06-02T10:36:46.520Z

Evaluation of Object Detection performance using the DroneVehicle dataset, specifically utilizing the Day split (natural split).

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 | Object Detection |
| Dataset (including any stated split) | DroneVehicle Day (natural split) |
| Metric | mAP@0.50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [mAP@0.50](<https://www.sota2.com/research/sota/object-detection-on-dronevehicle-day-natural-split.md?metric=mAP%400.50>): Higher is better; unit: PERCENT.

- [Delta vs Baseline](<https://www.sota2.com/research/sota/object-detection-on-dronevehicle-day-natural-split.md?metric=Delta%20vs%20Baseline>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP@0.50 | Result date | Report paper |
| --- | --- | --- | --- |
| SAFER-DEIM | 0.832 | Not recorded | 6a1e6405dbd7150506f855e0 |
| Baseline | 0.78 | Not recorded | 6a1e6405dbd7150506f855e0 |

### SAFER-DEIM

mAP@0.50: 0.832. Result ID: 6a1eb21dfbc373592c198f38.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6405dbd7150506f855e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6405dbd7150506f855e0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Baseline

mAP@0.50: 0.78. Result ID: 6a1eb21dfbc373592c198f37.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6405dbd7150506f855e0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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