# Object Detection on MAVREC aerial (val) Source: [Object Detection on MAVREC aerial (val)]() Collection index: [llms.txt]() Data updated: 2026-05-12T13:02:17.745Z Evaluation of Object Detection performance on the validation split of the MAVREC aerial 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) | MAVREC aerial (val) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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](): Higher is better; unit: PERCENT. - [mAP@0.50](): Higher is better; unit: PERCENT. - [mAP@0.75](): Higher is better; unit: PERCENT. - [mAP (Small)](): Higher is better; unit: PERCENT. - [mAP (Medium)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | Florence-2 + CPA + PCL | 65.35 | Not recorded | 6a02b44adbc836b87d82497a | | Florence-2 + Complexity-Aware Pathway Aggregation | 64.49 | Not recorded | 6a02b44adbc836b87d82497a | | Florence-2 + Paired Curriculum Learning | 64.37 | Not recorded | 6a02b44adbc836b87d82497a | | Florence-2 (random) | 63.73 | Not recorded | 6a02b44adbc836b87d82497a | | YOLOv7 | 31.3 | Not recorded | 6a02b44adbc836b87d82497a | | D-DETR | 31 | Not recorded | 6a02b44adbc836b87d82497a | | YOLO-NAS-L | 30.3 | Not recorded | 6a02b44adbc836b87d82497a | | DETR | 24.9 | Not recorded | 6a02b44adbc836b87d82497a | | D-DETR | 13.1 | Not recorded | 6a02b44adbc836b87d82497a | ### Florence-2 + CPA + PCL mAP: 65.35. Result ID: 6a0324d847f34ce924e77e5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Florence-2-base (230M parameters)"}. This record does not assert independent reproduction. ### Florence-2 + Complexity-Aware Pathway Aggregation mAP: 64.49. Result ID: 6a0324d847f34ce924e77e5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Florence-2-base (230M parameters)"}. This record does not assert independent reproduction. ### Florence-2 + Paired Curriculum Learning mAP: 64.37. Result ID: 6a0324d847f34ce924e77e5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Florence-2-base (230M parameters)"}. This record does not assert independent reproduction. ### Florence-2 (random) mAP: 63.73. Result ID: 6a0324d847f34ce924e77e5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Florence-2-base (230M parameters)"}. This record does not assert independent reproduction. ### YOLOv7 mAP: 31.3. Result ID: 6a0324d847f34ce924e77e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-DETR mAP: 31. Result ID: 6a0324d847f34ce924e77e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained on COCO":"true"}. This record does not assert independent reproduction. ### YOLO-NAS-L mAP: 30.3. Result ID: 6a0324d847f34ce924e77e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DETR mAP: 24.9. Result ID: 6a0324d847f34ce924e77e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-DETR mAP: 13.1. Result ID: 6a0324d847f34ce924e77e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained on COCO":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.