HWBenchedge-AI hardware data, cited & graded

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) vs NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB)

MicrochipFPGA SoC (edge) · no photo yet
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No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB)
Best object detection66.21 FPS D
undated
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data3 of 71 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

Only Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published object detection results.

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

NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB):

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No published object detection results for NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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.

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

NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB):

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No published instance segmentation results for NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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

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No published pose estimation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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

NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB):

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No published image classification results for NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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

Only NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB)49327 FPS
throughput_offline · b=unknown
MLPerf whisper
fp16 · TensorRT 10.14, CUDA 13.1 · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.0 (closed, datacenter) ID 6.0-0040
undated

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

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No published speech-to-text results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) 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.