HWBenchedge-AI hardware data, cited & graded

Intel Data Center GPU Flex 170 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
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No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Intel Data Center GPU Flex 170Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best image classification3199 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 Data Center GPU Flex 170 has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Intel Data Center GPU Flex 170141 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 Data Center GPU Flex 170 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 Data Center GPU Flex 170 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 Data Center GPU Flex 170 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 Data Center GPU Flex 170
MIXED: model-size class mobile-class CNN vs mid-size CNN; batch unknown vs 1
3199 FPS
throughput (OpenVINO benchmark_app) · b=unknown
mobilenet-v2
FP16 · 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 Data Center GPU Flex 170 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 Data Center GPU Flex 170 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 Data Center GPU Flex 170 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.