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Task object detection · model-size class by model · batch per group · 20 platforms · edge hardware only · model_key "yolov8m"

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.

YOLOv8m 20 platforms · 5 with published power

YOLOv8m: 5 results with published power, ranked by FPS per watt; 15 not ranked by efficiency listed below
RankPlatformFPS/WFPSPowerModel · precision · batchGrade · dateSource
1DEEPX DX-M1 M.2 LPDDR5x2 module48.91Basis not stated · Accelerator only135 FPS2.76 WAccelerator only, host not includedBasis not statedYOLOv8mIQ8 (INT8) · batch unknownD undatedVendor page · DEEPX AI Modules page, DX-M1 M.2 LPDDR5x2 "AI Performance" table (retrieved 2026-10-17)DEEPX AI Modules page, DX-M1 M.2 LPDDR5x2 "AI Performance" table (retrieved 2026-10-17)
2Hailo-8 AI processor (chip, HNC18BI11BH)29.79Vendor-measured (typical/avg) · Accelerator only140 FPS4.70 WAccelerator only, host not includedVendor-measured (typical/avg)YOLOv8mnot 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)
3Hailo-8L AI processor (chip, HNC1LBI11BH)27.71Vendor-measured (typical/avg) · Accelerator only87.00 FPS3.14 WAccelerator only, host not includedVendor-measured (typical/avg)YOLOv8mnot 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)
4Axelera Metis Embedded 113m M.2 card≥16.11Module TDP · Module · floor145 FPS9.00 WModuleModule TDP · max of range 3.5-9 WYOLOv8mINT8 · batch 1C 2026-10-15 (page last edited)Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)Voyager SDK 1.9.0 (model-zoo.md @ f184b09)
5Axelera Metis Edge 130p PCIe card≥15.47Board TDP · Module · floor232 FPS15.00 WModuleBoard TDP · max of range 8-15 WYOLOv8mINT8 · batch 1C 2026-10-15 (page last edited)Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)Voyager SDK 1.9.0 (model-zoo.md @ f184b09)
–AMD Versal AI Edge Series Gen 2 VEK38593.50 FPS— not publishedyolov8mVINT8 with BF16 tail (Quark) · batch 1D 2026-09-24 (published)AMD Vitis AI 6.3 VEK385 YOLOv8m tutorialVitis AI 6.3 (release/6.3 @ 1c9cd63)
–Raspberry Pi 5 + AI HAT+ (Hailo-8)76.99 FPS— not publishedyolov8mINT8 · batch 8C 2025-12-16 (page last edited)Seeed Studio wiki: multistream inference on RPi5 + Hailo-8wiki page (frontmatter updatedAt)
–Hailo-10H (M.2/PCIe, x86 host)76.20 FPS— not publishedyolov8mINT8 (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)66.90 FPS— not publishedyolov8mINT8 (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)50.70 FPS— not publishedyolov8mINT8 (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
–AMD Ryzen AI processor (SKU not stated)48.20 FPS— not publishedyolov8mXINT8 · batch 1D 2026-08-11 (published)AMD RyzenAI-SW YOLOv8m example (README benchmark table)RyzenAI-SW v1.8.0 (README @ 4c8253a)
–Rockchip RK3576 (NPU, single core of 2)16.50 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RK3588 (NPU, single core of 3)16.30 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RV1126B (NPU)14.70 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RK1808 (NPU)9.10 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RK3562 (NPU)8.20 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RK3566/RK3568 (NPU)6.60 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RV1126 (NPU)5.80 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Rockchip RV1109 (NPU)3.90 FPS— not publishedyolov8mINT8 · batch 1C 2026-10-13 (page last edited)Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e)
–Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)1.78 FPS— not publishedyolov8mINT8 (VNNX) · batch 1D 2026-09-11 (page last edited)Microchip VectorBlox SDK tutorial metricsVectorBlox SDK release-v3.1.1 (metrics @ 15a68c1)