HWBenchedge-AI hardware data, cited & graded

Hailo-10H (M.2/PCIe, x86 host) vs Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI)

HailoAI accelerator (M.2) · no photo yet
No licensed photo available — placeholder drawing.
LatticeFPGA (low power) · no photo yet
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Only Hailo-10H (M.2/PCIe, x86 host) has published results here; Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) has none for the workloads we track.

Hailo-10H (M.2/PCIe, x86 host)Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI)
Best object detection375 FPS D
undated
n/a
Power2.50 W specn/a
Perf / W150 FPS/W specn/a
Pricen/an/a
Workloads with data5 of 70 of 7

Best published object detection result per platform. n/a = not published; never estimated.

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

object detection

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

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

Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI):

◌

No published object detection results for Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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.

instance segmentation

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

PlatformResultModel · precision · stackGradePowerSource
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

Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI):

◌

No published instance segmentation results for Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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.

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

Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI):

◌

No published pose estimation results for Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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

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

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

Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI):

◌

No published image classification results for Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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.

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

Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI):

◌

No published semantic segmentation results for Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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

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No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) or Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

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No published LLM generation results for Hailo-10H (M.2/PCIe, x86 host) or Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) 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.