HWBenchedge-AI hardware data, cited & graded

AMD Versal AI Edge VEK280 (VE2802) vs Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)

FPGA / Versal coverage note: 1,243 rows come from the AMD Vitis AI 3.0/3.5 Model Zoo tables; 733 (59%) are image classification. Detection, segmentation and other workloads are thinner, and there is no LLM or speech data for these boards. All are vendor-published (grade D). FPGA / Versal overview.
AMDeval kit (adaptive SoC) · no photo yet
No licensed photo available — placeholder drawing.
MicrochipFPGA SoC (edge) · no photo yet
No licensed photo available — placeholder drawing.

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

AMD Versal AI Edge VEK280 (VE2802)Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)
Best object detection1933 FPS D
Older data (2023)
66.21 FPS D
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data4 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 mobile-class CNN at batch 1. Differs: batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)25.81 FPS
inference_time · b=1
torchvision_ssdlite320_mobilenet_v3_large
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · mobile-class CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
AMD Versal AI Edge VEK280 (VE2802)
MIXED: batch unknown vs 1
1933 FPS
E2E throughput, multi thread · b=unknown
tf_ssdmobilenetv1_3.5
INT8 · Vitis AI 3.5 (VART) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

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

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 Versal AI Edge VEK280 (VE2802):

◌

No published instance segmentation results for AMD Versal AI Edge VEK280 (VE2802) 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

Only AMD Versal AI Edge VEK280 (VE2802) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge VEK280 (VE2802)428 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_3.5
INT8 · Vitis AI 3.5 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published pose estimation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or AMD Versal AI Edge VEK280 (VE2802) 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 mid-size CNN at batch 1. Differs: model-size class unknown vs mid-size CNN; batch unknown vs 1.
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 Versal AI Edge VEK280 (VE2802)
MIXED: model-size class unknown vs mid-size CNN; batch unknown vs 1
8598 FPS
E2E throughput, multi thread · b=unknown
pt_squeezenet_3.5
INT8 · Vitis AI 3.5 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

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

semantic segmentation

Only AMD Versal AI Edge VEK280 (VE2802) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge VEK280 (VE2802)1564 FPS
E2E throughput, multi thread · b=unknown
tf2_2D-UNET_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published semantic segmentation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or AMD Versal AI Edge VEK280 (VE2802) 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 AMD Versal AI Edge VEK280 (VE2802) 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

◌

No published LLM generation results for AMD Versal AI Edge VEK280 (VE2802) 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.