HWBench

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Task object detection · model-size class by model · batch per group · 5 platforms · edge hardware only · model_key "yolov11m"

Results are compared only within the same model. 1 model have results for this task.

How to read power: results are compared only within the same model. By efficiency ranks only results whose source publishes a power figure; By speed ranks every result. Measured = measured for this workload. Vendor-measured (typical/avg) = the vendor’s own measurement at typical or average load, not an independent test and not a maximum, so fps/W looks better than at max TDP. Chip, Module or Board TDP = the vendor’s published maximum, not measured. Typical power, not max TDP = only a typical figure is published, so fps/W looks better than at full load. Scope says what the watts cover: Accelerator only (host not included), Module, or Whole system. Max of range = top of a published range, so fps/W is a floor (≥). “— not published” = the source gives no power; we never estimate one.

YOLOv11m 5 platforms · 2 with published power

YOLOv11m: 2 results with published power, ranked by FPS per watt; 3 not ranked by efficiency listed below
RankPlatformFPS/WFPSPowerModel · precision · batchGrade · dateSource
1Hailo-8 AI processor (chip, HNC18BI11BH)29.71Vendor-measured (typical/avg) · Accelerator only101 FPS3.40 WAccelerator only, host not includedVendor-measured (typical/avg)YOLOv11mnot stated (Hailo INT8 quantized) · batch 8D undatedVendor page · Hailo-8 Datasheet Revision 1.9.2 (April 2026)Hailo-8 Datasheet Revision 1.9.2 (April 2026); Table 12. Power consumption (average power, 25 C, VDD 0.8 V, normal power mode)
2Hailo-8L AI processor (chip, HNC1LBI11BH)26.36Vendor-measured (typical/avg) · Accelerator only58.00 FPS2.20 WAccelerator only, host not includedVendor-measured (typical/avg)YOLOv11mnot stated (Hailo INT8 quantized) · batch 8D undatedVendor page · Hailo-8L Datasheet Revision 1.9.3 (April 2026)Hailo-8L Datasheet Revision 1.9.3 (April 2026); Table 12. Power consumption (average power, 25 C, VDD 0.8 V, normal power mode)
–Hailo-10H (M.2/PCIe, x86 host)70.60 FPS— not publishedyolov11mINT8 (Hailo quantized) · batch 1D 2026-09-03 (page last edited)Hailo Model Zoo public models (Hailo-10H)hailo_model_zoo v5.4.0, DFC v5.4.0
–Hailo-8 (M.2/PCIe, x86 host)50.20 FPS— not publishedyolov11mINT8 (Hailo quantized) · batch 1D 2026-10-15 (page last edited)Hailo Model Zoo public models (Hailo-8)hailo_model_zoo v2.20.0, DFC v2.20.0
–Hailo-8L (M.2/PCIe, x86 host)35.30 FPS— not publishedyolov11mINT8 (Hailo quantized) · batch 1D 2026-10-15 (page last edited)Hailo Model Zoo public models (Hailo-8L)hailo_model_zoo v2.20.0, DFC v2.20.0