Find edge AI hardware
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
| Rank | Platform | FPS/W | FPS | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| 1 | DEEPX DX-M1 M.2 LPDDR5x2 module | 48.91Basis not stated · Accelerator only | 135 FPS | 2.76 WAccelerator only, host not includedBasis not stated | YOLOv8mIQ8 (INT8) · batch unknown | D undated | Vendor 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) |
| 2 | Hailo-8 AI processor (chip, HNC18BI11BH) | 29.79Vendor-measured (typical/avg) · Accelerator only | 140 FPS | 4.70 WAccelerator only, host not includedVendor-measured (typical/avg) | YOLOv8mnot stated (Hailo INT8 quantized) · batch 8 | D undated | Vendor 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) |
| 3 | Hailo-8L AI processor (chip, HNC1LBI11BH) | 27.71Vendor-measured (typical/avg) · Accelerator only | 87.00 FPS | 3.14 WAccelerator only, host not includedVendor-measured (typical/avg) | YOLOv8mnot stated (Hailo INT8 quantized) · batch 8 | D undated | Vendor 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) |
| 4 | Axelera Metis Embedded 113m M.2 card | ≥16.11Module TDP · Module · floor | 145 FPS | 9.00 WModuleModule TDP · max of range 3.5-9 W | YOLOv8mINT8 · batch 1 | C 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) |
| 5 | Axelera Metis Edge 130p PCIe card | ≥15.47Board TDP · Module · floor | 232 FPS | 15.00 WModuleBoard TDP · max of range 8-15 W | YOLOv8mINT8 · batch 1 | C 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 VEK385 | 93.50 FPS | — not published | yolov8mVINT8 with BF16 tail (Quark) · batch 1 | D 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 published | yolov8mINT8 · batch 8 | C 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 published | yolov8mINT8 (Hailo quantized) · batch 1 | D 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 published | yolov8mINT8 (Hailo quantized) · batch 1 | D 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 published | yolov8mINT8 (Hailo quantized) · batch 1 | D 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 published | yolov8mXINT8 · batch 1 | D 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 · batch 1 | C 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 published | yolov8mINT8 (VNNX) · batch 1 | D 2026-09-11 (page last edited) | Microchip VectorBlox SDK tutorial metricsVectorBlox SDK release-v3.1.1 (metrics @ 15a68c1) |
| Rank | Platform | FPS/W | FPS | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| 1 | Axelera Metis Edge 130p PCIe card | ≥15.47Board TDP · Module · floor | 232 FPS | 15.00 WModuleBoard TDP · max of range 8-15 W | YOLOv8mINT8 · batch 1 | C 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) |
| 2 | Axelera Metis Embedded 113m M.2 card | ≥16.11Module TDP · Module · floor | 145 FPS | 9.00 WModuleModule TDP · max of range 3.5-9 W | YOLOv8mINT8 · batch 1 | C 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) |
| 3 | Hailo-8 AI processor (chip, HNC18BI11BH) | 29.79Vendor-measured (typical/avg) · Accelerator only | 140 FPS | 4.70 WAccelerator only, host not includedVendor-measured (typical/avg) | YOLOv8mnot stated (Hailo INT8 quantized) · batch 8 | D undated | Vendor 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) |
| 4 | DEEPX DX-M1 M.2 LPDDR5x2 module | 48.91Basis not stated · Accelerator only | 135 FPS | 2.76 WAccelerator only, host not includedBasis not stated | YOLOv8mIQ8 (INT8) · batch unknown | D undated | Vendor 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) |
| 5 | AMD Versal AI Edge Series Gen 2 VEK385 | 93.50 FPS | — not published | yolov8mVINT8 with BF16 tail (Quark) · batch 1 | D 2026-09-24 (published) | AMD Vitis AI 6.3 VEK385 YOLOv8m tutorialVitis AI 6.3 (release/6.3 @ 1c9cd63) | |
| 6 | Hailo-8L AI processor (chip, HNC1LBI11BH) | 27.71Vendor-measured (typical/avg) · Accelerator only | 87.00 FPS | 3.14 WAccelerator only, host not includedVendor-measured (typical/avg) | YOLOv8mnot stated (Hailo INT8 quantized) · batch 8 | D undated | Vendor 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) |
| 7 | Raspberry Pi 5 + AI HAT+ (Hailo-8) | 76.99 FPS | — not published | yolov8mINT8 · batch 8 | C 2025-12-16 (page last edited) | Seeed Studio wiki: multistream inference on RPi5 + Hailo-8wiki page (frontmatter updatedAt) | |
| 8 | Hailo-10H (M.2/PCIe, x86 host) | 76.20 FPS | — not published | yolov8mINT8 (Hailo quantized) · batch 1 | D 2026-09-03 (page last edited) | Hailo Model Zoo public models (Hailo-10H)hailo_model_zoo v5.4.0, DFC v5.4.0 | |
| 9 | Hailo-8 (M.2/PCIe, x86 host) | 66.90 FPS | — not published | yolov8mINT8 (Hailo quantized) · batch 1 | D 2026-10-15 (page last edited) | Hailo Model Zoo public models (Hailo-8)hailo_model_zoo v2.20.0, DFC v2.20.0 | |
| 10 | Hailo-8L (M.2/PCIe, x86 host) | 50.70 FPS | — not published | yolov8mINT8 (Hailo quantized) · batch 1 | D 2026-10-15 (page last edited) | Hailo Model Zoo public models (Hailo-8L)hailo_model_zoo v2.20.0, DFC v2.20.0 | |
| 11 | AMD Ryzen AI processor (SKU not stated) | 48.20 FPS | — not published | yolov8mXINT8 · batch 1 | D 2026-08-11 (published) | AMD RyzenAI-SW YOLOv8m example (README benchmark table)RyzenAI-SW v1.8.0 (README @ 4c8253a) | |
| 12 | Rockchip RK3576 (NPU, single core of 2) | 16.50 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 13 | Rockchip RK3588 (NPU, single core of 3) | 16.30 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 14 | Rockchip RV1126B (NPU) | 14.70 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 15 | Rockchip RK1808 (NPU) | 9.10 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 16 | Rockchip RK3562 (NPU) | 8.20 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 17 | Rockchip RK3566/RK3568 (NPU) | 6.60 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 18 | Rockchip RV1126 (NPU) | 5.80 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 19 | Rockchip RV1109 (NPU) | 3.90 FPS | — not published | yolov8mINT8 · batch 1 | C 2026-10-13 (page last edited) | Rockchip rknn_model_zoo README benchmark tablerknn_model_zoo v2.3.2 (README @ 837db8e) | |
| 20 | Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) | 1.78 FPS | — not published | yolov8mINT8 (VNNX) · batch 1 | D 2026-09-11 (page last edited) | Microchip VectorBlox SDK tutorial metricsVectorBlox SDK release-v3.1.1 (metrics @ 15a68c1) |