HWBenchedge-AI hardware data, cited & graded

Intel Arc A-Series Graphics vs Intel Xeon Gold 6154 desktop (CPU only, TFLite)

Inteldiscrete GPU · no photo yet
No licensed photo available — placeholder drawing.
Googleserver/desktop CPU · no photo yet
No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Intel Arc A-Series GraphicsIntel Xeon Gold 6154 desktop (CPU only, TFLite)
Best image classification2309 FPS D
undated
36.10 FPS D
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 of 71 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

Only Intel Arc A-Series Graphics has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Intel Arc A-Series Graphics111 FPS
throughput (OpenVINO benchmark_app) · b=unknown
ssd-resnet34-1200
INT8 · OpenVINO 2026.4.1 · mid-size CNN
Dunknown power n/a
no power published
OpenVINO official performance benchmarks (graph-data-ov.json)
undated

Intel Xeon Gold 6154 desktop (CPU only, TFLite):

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No published object detection results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Intel Arc A-Series Graphics 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 Arc A-Series Graphics 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.

pose estimation

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No published pose estimation results for Intel Arc A-Series Graphics 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.

image classification

⚠ MIXED COMPARISON — not like-for-like. Baseline mid-size CNN at batch 1. Differs: model-size class mobile-class CNN vs mid-size CNN; batch unknown vs 1.
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
Intel Arc A-Series Graphics
MIXED: model-size class mobile-class CNN vs mid-size CNN; batch unknown vs 1
2309 FPS
throughput (OpenVINO benchmark_app) · b=unknown
mobilenet-v2
INT8 · OpenVINO 2026.4.1 · mobile-class CNN
Dunknown power n/a
no power published
OpenVINO official performance benchmarks (graph-data-ov.json)
undated

No shared like-for-like group exists for this pair.

semantic segmentation

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No published semantic segmentation results for Intel Arc A-Series Graphics 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.

speech-to-text

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No published speech-to-text results for Intel Arc A-Series Graphics 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.

LLM generation

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No published LLM generation results for Intel Arc A-Series Graphics 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.

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.