Hailo-8 (M.2/PCIe, x86 host) vs Intel Xeon Gold 6154 desktop (CPU only, TFLite)

No licensed photo available — placeholder drawing.

Hailo-8 (M.2/PCIe, x86 host) is faster in all 2 like-for-like comparisons (largest gap: image classification, 132×).

	Hailo-8 (M.2/PCIe, x86 host)	Intel Xeon Gold 6154 desktop (CPU only, TFLite)
Best image classification	2597 FPS D undated	36.10 FPS D undated
Power	2.50 W spec	n/a
Perf / W	1039 FPS/W spec	n/a
Price	n/a	n/a
Workloads with data	6 of 7	1 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

Only Hailo-8 (M.2/PCIe, x86 host) has published object detection results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	1036 FPS throughput · b=1	yolov8n INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · nano (YOLO-n)	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) 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 Hailo-8 (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-8 (M.2/PCIe, x86 host) has published instance segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	68.70 FPS throughput · b=1	yolov5m_seg INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated

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-8 (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-8 (M.2/PCIe, x86 host) has published pose estimation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	68.60 FPS throughput · b=1	yolov8m_pose INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · medium (YOLO-m)	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated

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

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No published pose estimation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-8 (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.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	2597 FPS throughput · b=1	mobilenet_v2_1.0 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mobile-class CNN	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	19.61 FPS inference_time · b=1	MobileNet v2 (224x224) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) undated

✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	1372 FPS throughput · b=1	resnet_v1_50 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	36.10 FPS inference_time · b=1	Unet Mv2 (128x128) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) undated

semantic segmentation

Only Hailo-8 (M.2/PCIe, x86 host) has published semantic segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	42.60 FPS throughput · b=1	fcn8_resnet_v1_18 INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · mid-size CNN	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated

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

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No published semantic segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-8 (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.

speech-to-text

Only Hailo-8 (M.2/PCIe, x86 host) has published speech-to-text results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Hailo-8 (M.2/PCIe, x86 host)	51.40 FPS throughput · b=1	whisper_base_5s_encoder INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo) · Whisper base	D	2.50 W spec reported in result source — spec	Hailo Model Zoo public models (Hailo-8) undated

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

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No published speech-to-text results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Hailo-8 (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.

LLM generation

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No published LLM generation results for Hailo-8 (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.