HWBenchedge-AI hardware data, cited & graded

Qualcomm Snapdragon X2 Elite (CRD) vs Raspberry Pi 5 (CPU only)

QualcommAI PC · no photo yet
No licensed photo available — placeholder drawing.
Raspberry Pi 5 single-board computer, top view, showing the Broadcom SoC, RAM, USB and Ethernet ports
Raspberry Pi 5. Photo: SimonWaldherr, CC BY 4.0, via Wikimedia Commons.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Qualcomm Snapdragon X2 Elite (CRD)Raspberry Pi 5 (CPU only)
Best object detection1502 FPS D
2026 (year only)
14.92 FPS B
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data6 of 74 of 7

Best published object detection result per platform. 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 unknown vs nano (YOLO-n).
PlatformResultModel · precision · stackGradePowerSource
Raspberry Pi 5 (CPU only) CPU-only14.92 FPS
inference_time · b=1
YOLO26n
FP32/default · Ultralytics NCNN · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics docs benchmark table
undated
Qualcomm Snapdragon X2 Elite (CRD)
MIXED: model-size class unknown vs nano (YOLO-n)
1502 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

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

instance segmentation

Only Qualcomm Snapdragon X2 Elite (CRD) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)1311 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Raspberry Pi 5 (CPU only):

◌

No published instance segmentation results for Raspberry Pi 5 (CPU only) or Qualcomm Snapdragon X2 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 X2 Elite (CRD) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)1855 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)

Raspberry Pi 5 (CPU only):

◌

No published pose estimation results for Raspberry Pi 5 (CPU only) or Qualcomm Snapdragon X2 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class nano (YOLO-n) vs mobile-class CNN.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)3953 FPS
inference_time · b=1
mobilenet_v2
w8a16 · 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)
Raspberry Pi 5 (CPU only) CPU-only
MIXED: model-size class nano (YOLO-n) vs mobile-class CNN
29.59 FPS
inference_time · b=1
YOLO26n-cls
FP32 · Ultralytics PyTorch (CPU) · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics docs: Hailo integration benchmark
2026 (year only)

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

semantic segmentation

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class nano (YOLO-n) vs mobile-class CNN.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)609 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)
Raspberry Pi 5 (CPU only) CPU-only
MIXED: model-size class nano (YOLO-n) vs mobile-class CNN
1.20 FPS
inference_time · b=1
YOLO26n-sem
FP32 · Ultralytics PyTorch (CPU) · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics docs: Hailo integration benchmark
2026 (year only)

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

speech-to-text

Only Qualcomm Snapdragon X2 Elite (CRD) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)408 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Raspberry Pi 5 (CPU only):

◌

No published speech-to-text results for Raspberry Pi 5 (CPU only) or Qualcomm Snapdragon X2 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

Only Raspberry Pi 5 (CPU only) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Raspberry Pi 5 (CPU only) CPU-only1.20 tok/s
generation_throughput · b=1
DeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM 5–14B
C13.00 W measured
reported in result source — measured
Jeff Geerling ai-benchmarks README (Findings tables)
undated

Qualcomm Snapdragon X2 Elite (CRD):

◌

No published LLM generation results for Qualcomm Snapdragon X2 Elite (CRD) or Raspberry Pi 5 (CPU only) 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.