HWBenchedge-AI hardware data, cited & graded

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) vs Raspberry Pi 5 + AI HAT+ (Hailo-8)

MicrochipFPGA SoC (edge) · no photo yet
No licensed photo available — placeholder drawing.
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.

Split result: Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) is faster in 1 and Raspberry Pi 5 + AI HAT+ (Hailo-8) in 1 of 2 like-for-like comparisons.

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)Raspberry Pi 5 + AI HAT+ (Hailo-8)
Best object detection66.21 FPS D
undated
76.99 FPS C
2025-12 (updated)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data3 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 nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)66.21 FPS
inference_time · b=1
yolov5n_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
Raspberry Pi 5 + AI HAT+ (Hailo-8)46.08 FPS
inference_time · b=1
YOLO26n
INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics docs: Hailo integration benchmark
2026 (year only)

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

Raspberry Pi 5 + AI HAT+ (Hailo-8):

◌

No published instance segmentation results for Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
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 docs: Hailo integration benchmark
2026 (year only)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)244 FPS
inference_time · b=1
yolov8n-cls
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated

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 docs: Hailo integration benchmark
2026 (year only)

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published semantic segmentation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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

◌

No published speech-to-text results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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

◌

No published LLM generation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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.