HWBench

Hailo-10H (M.2/PCIe, x86 host) 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Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

Intel Xeon Gold 6154 desktop (CPU only, TFLite) is faster in the only like-for-like comparison (largest gap: semantic segmentation, 1.15×).

Hailo-10H (M.2/PCIe, x86 host)Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best semantic segmentation667 FPS D
2026-09-03 (page last edited)		36.10 FPS D
Older data (2020)
Power2.50 W specn/a
Perf / W267 FPS/W specn/a
Pricen/an/a
Workloads with data5 of 71 of 7

Best published semantic segmentation result per platform (may be from different like-for-like groups — see data). n/a = not published; never estimated.

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

object detection

Only Hailo-10H (M.2/PCIe, x86 host) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)375 FPS
throughput · b=1		yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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 Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

Only Hailo-10H (M.2/PCIe, x86 host) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)66.70 FPS
throughput · b=1		yolov8m_seg
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

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No published instance segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2034 FPS
throughput · b=1		mspn_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published pose estimation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2798 FPS
throughput · b=1		mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published image classification results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
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)
Hailo-10H (M.2/PCIe, x86 host)31.40 FPS
throughput · b=1		fcn8_resnet_v1_18
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

speech-to-text

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No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) 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.

Split result: Hailo-10H (M.2/PCIe, x86 host) is faster in 2 and Intel Xeon Gold 6154 desktop (CPU only, TFLite) in 1 of 3 like-for-like comparisons.

Hailo-10H (M.2/PCIe, x86 host)Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best image classification2798 FPS D
2026-09-03 (page last edited)		19.61 FPS D
Older data (2019)
Power2.50 W specn/a
Perf / W1119 FPS/W specn/a
Pricen/an/a
Workloads with data5 of 73 of 7

Best published image classification result per platform (may be from different like-for-like groups — see data). 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 nano (YOLO-n) at batch 1. Differs: model-size class mobile-class CNN vs nano (YOLO-n).
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)375 FPS
throughput · b=1		yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only
MIXED: model-size class mobile-class CNN vs nano (YOLO-n)		9.43 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)

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

instance segmentation

Only Hailo-10H (M.2/PCIe, x86 host) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)66.70 FPS
throughput · b=1		yolov8m_seg
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published instance segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2034 FPS
throughput · b=1		mspn_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published pose estimation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mobile-class CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2798 FPS
throughput · b=1		mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only19.61 FPS
inference_time · b=1		MobileNet v2 (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)
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)331 FPS
throughput · b=1		resnet_v1_50
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)
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)

semantic segmentation

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
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)
Hailo-10H (M.2/PCIe, x86 host)31.40 FPS
throughput · b=1		fcn8_resnet_v1_18
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN		D2.50 W spec
reported in result source — spec		Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

speech-to-text

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No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) 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.