# Object Detection on DroneVehicle Night (natural split (~40%)) Source: [Object Detection on DroneVehicle Night (natural split (~40%))]() Collection index: [llms.txt]() Data updated: 2026-06-02T10:36:46.560Z Evaluation of Object Detection performance specifically on the 'Night' subset (approximately 40% of the data) of the DroneVehicle dataset. 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 Night (natural split (~40%)) | | Metric | mAP50 | | 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 - [mAP50](): Higher is better; unit: PERCENT. - [Performance Delta vs Baseline](): Higher is better; unit: SCALAR. ## Recorded results | Method | mAP50 | Result date | Report paper | | --- | --- | --- | --- | | SAFER-DEIM | 76.8 | Not recorded | 6a1e6405dbd7150506f855e0 | | Baseline | 71.5 | Not recorded | 6a1e6405dbd7150506f855e0 | ### SAFER-DEIM mAP50: 76.8. Result ID: 6a1eb21dfbc373592c198f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baseline mAP50: 71.5. Result ID: 6a1eb21dfbc373592c198f39. [Reporting paper]() 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.