HWBenchedge-AI hardware data, cited & graded

Which board runs YOLOv8 fastest under 10 W?

Hailo-10H (M.2/PCIe, x86 host): 76.20 FPS (yolov8m, INT8 (Hailo quantized); grade D; undated). Next: Hailo-8 (M.2/PCIe, x86 host) 66.90 FPS; Hailo-8L (M.2/PCIe, x86 host) 50.70 FPS. Like-for-like group: medium (YOLO-m), batch 1.

Top results
#PlatformResultPerf/WPriceGrade · dateSource
1Hailo-10H (M.2/PCIe, x86 host)76.20 FPS
yolov8m · INT8 (Hailo quantized)
30.48 specunknownD undatedHailo Model Zoo public models (Hailo-10H)
2Hailo-8 (M.2/PCIe, x86 host)66.90 FPS
yolov8m · INT8 (Hailo quantized)
26.76 specunknownD undatedHailo Model Zoo public models (Hailo-8)
3Hailo-8L (M.2/PCIe, x86 host)50.70 FPS
yolov8m · INT8 (Hailo quantized)
33.80 specunknownD undatedHailo Model Zoo public models (Hailo-8L)
4Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)1.78 FPS
yolov8m · INT8 (VNNX)
unknownunknownD undatedMicrochip VectorBlox SDK tutorial metrics

Filters: task=object detection, model=yolov8, power=10. Ranking: boards that meet every known target, then headroom and perf/W; unknown power or price is not penalised. Open in /find · JSON

Sources

Generated 2026-10-16 from HWBench data only. All answers · Submit a result

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.