HWBench

AMD Ryzen AI processor (SKU not stated) vs Raspberry Pi 5 + AI HAT+ (Hailo-8)

Raspberry Pi AI HAT+ with Hailo-8 accelerator mounted on a Raspberry Pi, angled view
Raspberry Pi AI HAT+ (Hailo-8). Photo: SparkFun Electronics, CC BY 2.0, 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.

AMD Ryzen AI processor (SKU not stated)Raspberry Pi 5 + AI HAT+ (Hailo-8)
Best object detection144 FPS D
2025-12-17 (page last edited)
76.99 FPS C
2025-12-16 (page last edited)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 73 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 small (YOLO-s) at batch 1. Differs: model-size class medium (YOLO-m) vs small (YOLO-s); batch 8 vs 1.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI processor (SKU not stated)43.76 FPS
latency_e2e · b=1
YOLOv8s-worldv2
A16W8 · ONNX Runtime + Vitis AI EP (Ryzen AI SW), Quark A16W8 AdaRound · small (YOLO-s)
Dunknown power n/a
no power published
AMD technical article: Deploying object detection model on AMD AI PC
2026-01-23 (page last edited)
Raspberry Pi 5 + AI HAT+ (Hailo-8)
MIXED: model-size class medium (YOLO-m) vs small (YOLO-s); batch 8 vs 1
76.99 FPS
FPS per stream, 1 stream(s) · b=8
yolov8m
INT8 · Hailo TAPPAS multi_stream_detection, HailoRT 4.19 · medium (YOLO-m)
Cunknown power n/a
no power published
Seeed Studio wiki: multistream inference on RPi5 + Hailo-8
2025-12-16 (page last edited)

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

instance segmentation

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No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 Raspberry Pi 5 + AI HAT+ (Hailo-8) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Raspberry Pi 5 + AI HAT+ (Hailo-8)500 FPS
inference_time · b=1
YOLO26n-cls
INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics documentation: Hailo integration benchmark
2026-10-11 (page last edited)

AMD Ryzen AI processor (SKU not stated):

◌

No published image classification results for AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 Raspberry Pi 5 + AI HAT+ (Hailo-8) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Raspberry Pi 5 + AI HAT+ (Hailo-8)28.74 FPS
inference_time · b=1
YOLO26n-sem
INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics documentation: Hailo integration benchmark
2026-10-11 (page last edited)

AMD Ryzen AI processor (SKU not stated):

◌

No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 AMD Ryzen AI processor (SKU not stated) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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.