Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)

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Showing the newest results per platform and source. 124 superseded older results are hidden.Showing all results, including 124 superseded by newer results from the same source.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 Xeon Gold 6154 desktop (CPU only, TFLite)	TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best semantic segmentation	36.10 FPS D Older data (2020)	n/a
Power	n/a	n/a
Perf / W	n/a	n/a
Price	n/a	n/a
Workloads with data	1 of 7	1 of 7

Best published semantic segmentation result per platform. n/a = not published; never estimated.

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

object detection

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No published object detection results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) has published image classification results.

Platform	Result	Model · precision · stack	Grade	Power	Source
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only	221 FPS throughput_offline · b=unknown	MLPerf resnet (open) / mobilenet-v1-precision_float-1.0-128 FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN	B	34.18 W measured reported in result source — measured	MLPerf Inference v5.1, open division 2025-09-04 (published)

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

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No published image classification results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
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) Older data (2020)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Xeon Gold 6154 desktop (CPU only, TFLite) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Xeon Gold 6154 desktop (CPU only, TFLite)	TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification	19.61 FPS D Older data (2019)	2798 FPS B Older data (2025)
Power	n/a	30.72 W measured
Perf / W	n/a	91.08 FPS/W measured
Price	n/a	n/a
Workloads with data	3 of 7	1 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 Xeon Gold 6154 desktop (CPU only, TFLite) has published object detection results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	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	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2019)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.

instance segmentation

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pose estimation

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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.

Platform	Result	Model · precision · stack	Grade	Power	Source
Intel Xeon Gold 6154 desktop (CPU only, TFLite) CPU-only	2.07 FPS inference_time · b=1	ResNet-50 V1 (299x299) FP32/INT8 TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) Older data (2019)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only MIXED: model-size class mobile-class CNN vs mid-size CNN; batch unknown vs 1	2798 FPS throughput_offline · b=unknown	MLPerf resnet (open) / mobilenet-v1-precision_float-0.25-128 FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN	B	30.72 W measured reported in result source — measured	MLPerf Inference v5.0, open division Older data (2025)

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.

Platform	Result	Model · precision · stack	Grade	Power	Source
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) Older data (2020)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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speech-to-text

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LLM generation

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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.