HWBench

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

Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

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 object detection595 FPS D
2026-10-01 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 of 71 of 7

Best published object detection 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)
2026-10-01 (published)

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

◌

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

◌

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

◌

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

Only Intel Arc A-Series Graphics has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Intel Arc A-Series Graphics2309 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)
2026-10-01 (published)

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

◌

No published image classification 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.

semantic segmentation

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation 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)
Older data (2020)

Intel Arc A-Series Graphics:

◌

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

◌

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.

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 object detection595 FPS D
2026-10-01 (published)
9.43 FPS D
Older data (2019)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 of 73 of 7

Best published object detection result per platform. n/a = not published; never estimated.

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

object detection

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class unknown vs mobile-class CNN; batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only9.43 FPS
inference_time · b=1
MobileNet v2 SSD (224x224)
FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2019)
Intel Arc A-Series Graphics
MIXED: model-size class unknown vs mobile-class CNN; batch unknown vs 1
595 FPS
throughput (OpenVINO benchmark_app) · b=unknown
yolo_v8n
INT8 · OpenVINO 2026.4.1 · unknown
Dunknown power n/a
no power published
OpenVINO official performance benchmarks (graph-data-ov.json)
2026-10-01 (published)

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

instance segmentation

◌

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

◌

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-only2.07 FPS
inference_time · b=1
ResNet-50 V1 (299x299)
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)
Older data (2019)
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)
2026-10-01 (published)

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

semantic segmentation

Only Intel Xeon Gold 6154 desktop (CPU only, TFLite) has published semantic segmentation 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)
Older data (2020)

Intel Arc A-Series Graphics:

◌

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

◌

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

◌

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.