HWBenchedge-AI hardware data, cited & graded

Hailo-10H (M.2/PCIe, x86 host) vs Hailo-8 (M.2/PCIe, x86 host)

HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.
HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.

Split result: Hailo-10H (M.2/PCIe, x86 host) is faster in 6 and Hailo-8 (M.2/PCIe, x86 host) in 20 of 26 like-for-like comparisons.

Hailo-10H (M.2/PCIe, x86 host)Hailo-8 (M.2/PCIe, x86 host)
Best object detection375 FPS D
undated
1036 FPS D
undated
Power2.50 W spec2.50 W spec
Perf / W150 FPS/W spec414 FPS/W spec
Pricen/an/a
Workloads with data5 of 76 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-8 (M.2/PCIe, x86 host)1036 FPS
throughput · b=1
yolov8n
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
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
✓ Like-for-like: model-size class nano (YOLO-n), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)1036 FPS
throughput · b=8
yolov8n
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)370 FPS
throughput · b=8
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
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)633 FPS
throughput · b=1
yolov5s_wo_spp
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
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
✓ Like-for-like: model-size class small (YOLO-s), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)633 FPS
throughput · b=8
yolov5s_wo_spp
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)370 FPS
throughput · b=8
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
✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)242 FPS
throughput · b=1
yolov5m_wo_spp
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
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
✓ Like-for-like: model-size class medium (YOLO-m), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)242 FPS
throughput · b=8
yolov5m_wo_spp
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)208 FPS
throughput · b=8
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

instance segmentation

✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)68.70 FPS
throughput · b=1
yolov5m_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)66.70 FPS
throughput · b=1
yolov8m_seg
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
✓ Like-for-like: model-size class medium (YOLO-m), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)125 FPS
throughput · b=8
yolov5m_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)94.50 FPS
throughput · b=8
yolov8m_seg
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
✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)528 FPS
throughput · b=1
yolov8n_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
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
✓ Like-for-like: model-size class nano (YOLO-n), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)528 FPS
throughput · b=8
yolov8n_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)212 FPS
throughput · b=8
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
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)331 FPS
throughput · b=1
yolov5s_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)177 FPS
throughput · b=1
yolov5s_seg
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
✓ Like-for-like: model-size class small (YOLO-s), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)331 FPS
throughput · b=8
yolov5s_seg
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)162 FPS
throughput · b=8
yolov8s_seg
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

pose estimation

✓ 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)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
Hailo-8 (M.2/PCIe, x86 host)68.60 FPS
throughput · b=1
yolov8m_pose
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
✓ Like-for-like: model-size class medium (YOLO-m), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)145 FPS
throughput · b=8
yolov8m_pose
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)129 FPS
throughput · b=8
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
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)393 FPS
throughput · b=1
yolov8s_pose
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)161 FPS
throughput · b=1
yolov8s_pose
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
✓ Like-for-like: model-size class small (YOLO-s), batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)393 FPS
throughput · b=8
yolov8s_pose
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · small (YOLO-s)
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)217 FPS
throughput · b=8
yolov8s_pose
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
✓ Like-for-like: model-size class unknown, batch 1 (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)162 FPS
throughput · b=1
centerpose_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · unknown
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)125 FPS
throughput · b=1
centerpose_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · unknown
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
✓ Like-for-like: model-size class unknown, batch 8 (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)184 FPS
throughput · b=8
centerpose_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · unknown
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-10H)
undated
Hailo-8 (M.2/PCIe, x86 host)162 FPS
throughput · b=8
centerpose_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · unknown
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated

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
Hailo-8 (M.2/PCIe, x86 host)2597 FPS
throughput · b=1
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
✓ Like-for-like: model-size class mobile-class CNN, batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2753 FPS
throughput · b=8
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
Hailo-8 (M.2/PCIe, x86 host)2597 FPS
throughput · b=8
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)1372 FPS
throughput · b=1
resnet_v1_50
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
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
✓ Like-for-like: model-size class mid-size CNN, batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)1372 FPS
throughput · b=8
resnet_v1_50
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)1024 FPS
throughput · b=8
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

semantic segmentation

✓ 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)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
Hailo-8 (M.2/PCIe, x86 host)662 FPS
throughput · b=1
unet_mobilenet_v2
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
✓ Like-for-like: model-size class mobile-class CNN, batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)667 FPS
throughput · b=8
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
Hailo-8 (M.2/PCIe, x86 host)664 FPS
throughput · b=8
unet_mobilenet_v2
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)42.60 FPS
throughput · b=1
fcn8_resnet_v1_18
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)31.40 FPS
throughput · b=1
fcn8_resnet_v1_18
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
✓ Like-for-like: model-size class mid-size CNN, batch 8. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)42.60 FPS
throughput · b=8
fcn8_resnet_v1_18
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated
Hailo-10H (M.2/PCIe, x86 host)38.80 FPS
throughput · b=8
fcn8_resnet_v1_18
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

speech-to-text

Only Hailo-8 (M.2/PCIe, x86 host) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-8 (M.2/PCIe, x86 host)51.40 FPS
throughput · b=1
whisper_base_5s_encoder
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · Whisper base
D2.50 W spec
reported in result source — spec
Hailo Model Zoo public models (Hailo-8)
undated

Hailo-10H (M.2/PCIe, x86 host):

◌

No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) or Hailo-8 (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.

LLM generation

◌

No published LLM generation results for Hailo-10H (M.2/PCIe, x86 host) or Hailo-8 (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.

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.