Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs Qualcomm Snapdragon X Elite (CRD)

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Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.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, 1.25×).

	Intel Xeon Gold 6154 desktop (CPU only, TFLite)	Qualcomm Snapdragon X Elite (CRD)
Best semantic segmentation	36.10 FPS D Older data (2020)	274 FPS D 2026-10-07 (published)
Power	n/a	n/a
Perf / W	n/a	n/a
Price	n/a	n/a
Workloads with data	1 of 7	6 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 Qualcomm Snapdragon X Elite (CRD) has published object detection results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	633 FPS inference_time · b=1	yolov8_det / YOLOv8-Detection w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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 Qualcomm Snapdragon X Elite (CRD) 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 Qualcomm Snapdragon X Elite (CRD) has published instance segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	556 FPS inference_time · b=1	yolov8_seg / YOLOv8-Segmentation w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · unknown	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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 Qualcomm Snapdragon X Elite (CRD) 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 Qualcomm Snapdragon X Elite (CRD) has published pose estimation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	938 FPS inference_time · b=1	hrnet_pose w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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 Qualcomm Snapdragon X Elite (CRD) 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 Qualcomm Snapdragon X Elite (CRD) has published image classification results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	2203 FPS inference_time · b=1	mobilenet_v2 w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (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 Qualcomm Snapdragon X Elite (CRD) 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.

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)
Qualcomm Snapdragon X Elite (CRD)	28.80 FPS inference_time · b=1	unet_segmentation w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mid-size CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

speech-to-text

Only Qualcomm Snapdragon X Elite (CRD) has published speech-to-text results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	272 FPS inference_time · b=1	whisper_base / decoder float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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 Qualcomm Snapdragon X Elite (CRD) 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 Qualcomm Snapdragon X Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

Split result: Intel Xeon Gold 6154 desktop (CPU only, TFLite) is faster in 1 and Qualcomm Snapdragon X Elite (CRD) in 2 of 3 like-for-like comparisons.

	Intel Xeon Gold 6154 desktop (CPU only, TFLite)	Qualcomm Snapdragon X Elite (CRD)
Best image classification	19.61 FPS D Older data (2019)	2203 FPS D 2026-10-07 (published)
Power	n/a	n/a
Perf / W	n/a	n/a
Price	n/a	n/a
Workloads with data	3 of 7	6 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 mobile-class CNN at batch 1. Differs: model-size class unknown vs mobile-class CNN.

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)
Qualcomm Snapdragon X Elite (CRD) MIXED: model-size class unknown vs mobile-class CNN	633 FPS inference_time · b=1	yolov8_det / YOLOv8-Detection w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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

instance segmentation

Only Qualcomm Snapdragon X Elite (CRD) has published instance segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	556 FPS inference_time · b=1	yolov8_seg / YOLOv8-Segmentation w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · unknown	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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

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pose estimation

Only Qualcomm Snapdragon X Elite (CRD) has published pose estimation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	938 FPS inference_time · b=1	hrnet_pose w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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

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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
Qualcomm Snapdragon X Elite (CRD)	2203 FPS inference_time · b=1	mobilenet_v2 w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)
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) Older data (2019)

✓ 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
Qualcomm Snapdragon X Elite (CRD)	1186 FPS inference_time · b=1	resnet50 w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)
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)

semantic segmentation

✓ 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
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)
Qualcomm Snapdragon X Elite (CRD)	28.80 FPS inference_time · b=1	unet_segmentation w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mid-size CNN	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

speech-to-text

Only Qualcomm Snapdragon X Elite (CRD) has published speech-to-text results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Qualcomm Snapdragon X Elite (CRD)	272 FPS inference_time · b=1	whisper_base / decoder float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base	D	unknown power n/a no power published	Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published)

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

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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.