HWBenchedge-AI hardware data, cited & graded

Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite)

Googleserver/desktop CPU · no photo yet
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AlteraFPGA (PCIe/dev kit) · no photo yet
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Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published results here; Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) has none for the workloads we track.

Intel Xeon Gold 6154 desktop (CPU only, TFLite)Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite)
Best image classification36.10 FPS D
undated
n/a
Powern/an/a
Perf / Wn/an/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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only36.10 FPS
inference_time · b=1
Unet Mv2 (128x128)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
undated

Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite):

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No published image classification results for Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) or Intel Xeon Gold 6154 desktop (CPU only, TFLite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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 Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) 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.