HWBenchedge-AI hardware data, cited & graded

Intel Xeon Gold 6154 desktop (CPU only, TFLite) vs Qualcomm Dragonwing RB3 Gen 2 (QCS6490)

Googleserver/desktop CPU · no photo yet
No licensed photo available — placeholder drawing.
Qualcommedge SoC dev kit · no photo yet
No licensed photo available — placeholder drawing.

Qualcomm Dragonwing RB3 Gen 2 (QCS6490) is faster in all 2 like-for-like comparisons (largest gap: image classification, 47.93×).

Intel Xeon Gold 6154 desktop (CPU only, TFLite)Qualcomm Dragonwing RB3 Gen 2 (QCS6490)
Best image classification36.10 FPS D
undated
940 FPS D
2026 (year only)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 76 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)276 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

◌

No published object detection results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Dragonwing RB3 Gen 2 (QCS6490) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)240 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

◌

No published instance segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Dragonwing RB3 Gen 2 (QCS6490) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)291 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

◌

No published pose estimation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)940 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
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)
undated
✓ Like-for-like: model-size class mid-size CNN, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)379 FPS
inference_time · b=1
resnet50
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
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)
undated

semantic segmentation

Only Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)71.69 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

◌

No published semantic segmentation results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)42.65 FPS
inference_time · b=1
whisper_small_quantized / decoder
w8a16 · Qualcomm AI Hub voice_ai (QAIRT 2.50.0.260828221209) · Whisper small
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

◌

No published speech-to-text results for Intel Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Xeon Gold 6154 desktop (CPU only, TFLite) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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.