HWBenchedge-AI hardware data, cited & graded

Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 vs Lattice CertusPro-NX Voice and Vision ML Board (sensAI)

GoogleAI accelerator (USB) · no photo yet
No licensed photo available — placeholder drawing.
LatticeFPGA (low power) · no photo yet
No licensed photo available — placeholder drawing.

Only Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 has published results here; Lattice CertusPro-NX Voice and Vision ML Board (sensAI) has none for the workloads we track.

Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0Lattice CertusPro-NX Voice and Vision ML Board (sensAI)
Best image classification476 FPS D
undated
n/a
Power2.00 W specn/a
Perf / W238 FPS/W specn/a
Pricen/an/a
Workloads with data1 of 70 of 7

Best published image classification result per platform. n/a = not published; never estimated.

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

object detection

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No published object detection results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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.

instance segmentation

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No published instance segmentation results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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.

pose estimation

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No published pose estimation results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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.

image classification

Only Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0303 FPS
inference_time · b=1
Unet Mv2 (128x128)
INT8 · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
D2.00 W spec
platform spec envelope (not measured with this result)
Google Coral Edge TPU benchmarks page (Table 1)
undated

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

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No published image classification results for Lattice CertusPro-NX Voice and Vision ML Board (sensAI) or Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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.

speech-to-text

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No published speech-to-text results for Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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 Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 or Lattice CertusPro-NX 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.