# Object Detection on COCO (val) (Hardware Power Efficiency) Source: [Object Detection on COCO (val) (Hardware Power Efficiency)]() Collection index: [llms.txt]() Data updated: 2026-05-11T07:48:55.786Z Evaluation of Object Detection performance on the COCO validation set, reporting standard accuracy (mAP50-95) alongside detailed power consumption measurements (Watts) across various edge hardware accelerators (Adreno, NPU, Orin Nano). 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) | COCO (val) | | Metric | mAP50-95 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [mAP50-95](): Higher is better; unit: PERCENT. - [Average Power on Adreno 650 (W)](): Lower is better; unit: OTHER. - [Average Power on 15 TOPS NPU (W)](): Lower is better; unit: OTHER. - [Average Power on Orin Nano (W)](): Lower is better; unit: OTHER. ## Recorded results | Method | mAP50-95 | Result date | Report paper | | --- | --- | --- | --- | | YOLO12m | 52.5 | Not recorded | 6a01628fdbc836b87d8230d0 | | XiYOLOm | 50.7 | Not recorded | 6a01628fdbc836b87d8230d0 | | YOLOv8m | 50.2 | Not recorded | 6a01628fdbc836b87d8230d0 | | YOLO12s | 48 | Not recorded | 6a01628fdbc836b87d8230d0 | | XiYOLOs | 46.5 | Not recorded | 6a01628fdbc836b87d8230d0 | | YOLOv8s | 44.9 | Not recorded | 6a01628fdbc836b87d8230d0 | ### YOLO12m mAP50-95: 52.5. Result ID: 6a0189a047f34ce924e31738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"medium"}. This record does not assert independent reproduction. ### XiYOLOm mAP50-95: 50.7. Result ID: 6a0189a047f34ce924e31739. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"medium"}. This record does not assert independent reproduction. ### YOLOv8m mAP50-95: 50.2. Result ID: 6a0189a047f34ce924e31737. [Reporting paper]() Recorded evaluation configuration: {"Scale":"medium"}. This record does not assert independent reproduction. ### YOLO12s mAP50-95: 48. Result ID: 6a0189a047f34ce924e31735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"small"}. This record does not assert independent reproduction. ### XiYOLOs mAP50-95: 46.5. Result ID: 6a0189a047f34ce924e31736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"small"}. This record does not assert independent reproduction. ### YOLOv8s mAP50-95: 44.9. Result ID: 6a0189a047f34ce924e31734. [Reporting paper]() Recorded evaluation configuration: {"Scale":"small"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.