HWBenchedge-AI hardware data, cited & graded

Hailo-10H (M.2/PCIe, x86 host) vs Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)

HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.
MicrochipFPGA SoC (edge) · no photo yet
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Hailo-10H (M.2/PCIe, x86 host) is faster in all 6 like-for-like comparisons (largest gap: instance segmentation, 22.01×).

Hailo-10H (M.2/PCIe, x86 host)Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)
Best object detection375 FPS D
undated
66.21 FPS D
undated
Power2.50 W specn/a
Perf / W150 FPS/W specn/a
Pricen/an/a
Workloads with data5 of 73 of 7

Best published object detection result per platform (may be from different like-for-like groups — see data). n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)375 FPS
throughput · b=1
yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)66.21 FPS
inference_time · b=1
yolov5n_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)261 FPS
throughput · b=1
yolov5s_wo_spp
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)30.35 FPS
inference_time · b=1
yolov9s_70s_15p_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · small (YOLO-s)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)122 FPS
throughput · b=1
yolov5m_wo_spp
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)6.02 FPS
inference_time · b=1
yolov5m.relu
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · medium (YOLO-m)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

instance segmentation

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)311 FPS
throughput · b=1
yolov8n_seg
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)14.13 FPS
inference_time · b=1
yolov8n-seg
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

pose estimation

Only Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)79.20 FPS
throughput · b=1
yolov8m_pose
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published pose estimation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2798 FPS
throughput · b=1
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)672 FPS
inference_time · b=1
mobilenet-v1-0.25-128
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · mobile-class CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)331 FPS
throughput · b=1
resnet_v1_50
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)68.35 FPS
inference_time · b=1
resnet18_86s_07p
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · mid-size CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

semantic segmentation

Only Hailo-10H (M.2/PCIe, x86 host) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)667 FPS
throughput · b=1
unet_mobilenet_v2
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published semantic segmentation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

◌

No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

◌

No published LLM generation results for Hailo-10H (M.2/PCIe, x86 host) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

How to read these numbers
Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

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.