HWBenchedge-AI hardware data, cited & graded

AMD Ryzen AI processor (SKU not stated) vs Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)

AMDAI PC · no photo yet
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MicrochipFPGA SoC (edge) · no photo yet
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AMD Ryzen AI processor (SKU not stated) is faster in the only like-for-like comparison (largest gap: object detection, 2.48×).

AMD Ryzen AI processor (SKU not stated)Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)
Best object detection144 FPS D
2025 (year only)
66.21 FPS D
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 73 of 7

Best published object detection 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

✓ Like-for-like: model-size class unknown, batch 1 (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI processor (SKU not stated)144 FPS
latency · b=1
Yolo face v8n-v2 (AMD custom single-class YOLO)
A8W8 (Quark) · ONNX Runtime + Vitis AI EP (Ryzen AI SW) · unknown
Dunknown power n/a
no power published
AMD technical article: AI inference acceleration on Ryzen AI with Quark (Table 5)
2025 (year only)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)58.05 FPS
inference_time · b=1
132_YOLOX
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · unknown
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

instance segmentation

Only Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)14.13 FPS
inference_time · b=1
yolov8n-seg
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

AMD Ryzen AI processor (SKU not stated):

◌

No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

◌

No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)68.35 FPS
inference_time · b=1
resnet18_86s_07p
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · mid-size CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

AMD Ryzen AI processor (SKU not stated):

◌

No published image classification results for AMD Ryzen AI processor (SKU not stated) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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.