HWBenchedge-AI hardware data, cited & graded

Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs TI AM68A (8 TOPS)

Googleserver/desktop CPU · no photo yet
No licensed photo available — placeholder drawing.
Texas Instrumentsedge SoC · 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 Xeon Gold 6154 desktop (CPU only, TFLite)TI AM68A (8 TOPS)
Best image classification36.10 FPS D
undated
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/a$174.197 list
Workloads with data1 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 TI AM68A (8 TOPS) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
TI AM68A (8 TOPS)83.75 FPS
inference_time · b=1
yolov7_tiny
INT8 · TI Edge AI SDK / TIDL (edgeai-benchmark) · unknown
Cunknown power n/a
no power published
TI edgeai-tensorlab tech report: speed/accuracy of object detection models (AM68A)
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 TI AM68A (8 TOPS) 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 TI AM68A (8 TOPS) 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 TI AM68A (8 TOPS) 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

TI AM68A (8 TOPS):

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No published image classification results for TI AM68A (8 TOPS) 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 TI AM68A (8 TOPS) 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 TI AM68A (8 TOPS) 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 TI AM68A (8 TOPS) 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.