HWBenchedge-AI hardware data, cited & graded

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) vs NVIDIA Jetson Orin NX 16GB

MicrochipFPGA SoC (edge) · no photo yet
No licensed photo available — placeholder drawing.
NVIDIA Jetson Orin NX module seated on a carrier motherboard, close-up at Computex 2025
NVIDIA Jetson Orin NX module on a carrier board. Photo: 4300streetcar, CC BY 4.0, via Wikimedia Commons.

NVIDIA Jetson Orin NX 16GB is faster in the only like-for-like comparison (largest gap: object detection, 4.33×).

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)NVIDIA Jetson Orin NX 16GB
Best object detection66.21 FPS D
undated
287 FPS B
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data3 of 74 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
NVIDIA Jetson Orin NX 16GB287 FPS
inference_time · b=1
YOLO26n
INT8 · Ultralytics TensorRT · nano (YOLO-n)
Bunknown power n/a
no power published
Ultralytics docs benchmark table
undated
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

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 Jetson Orin NX 16GB:

◌

No published instance segmentation results for NVIDIA Jetson Orin NX 16GB 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 NVIDIA Jetson Orin NX 16GB 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: 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
NVIDIA Jetson Orin NX 16GB
MIXED: batch unknown vs 1
2641 FPS
throughput_offline · b=unknown
MLPerf ResNet
INT8/FP16 (MLPerf closed) · TensorRT (MLPerf Inference, older round) · mid-size CNN
Dunknown power n/a
no power published
NVIDIA Jetson Benchmarks (MLPerf v3.1 results table)
2026-10

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

semantic segmentation

◌

No published semantic segmentation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA Jetson Orin NX 16GB 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 Jetson Orin NX 16GB has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA Jetson Orin NX 16GB432 FPS
throughput_offline · b=unknown
MLPerf RNN-T
INT8/FP16 (MLPerf closed) · TensorRT (MLPerf Inference, older round) · RNN-T
Dunknown power n/a
no power published
NVIDIA Jetson Benchmarks (MLPerf v3.1 results table)
2026-10

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published speech-to-text results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA Jetson Orin NX 16GB yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only NVIDIA Jetson Orin NX 16GB has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA Jetson Orin NX 16GB11.00 tok/s
generation_throughput · b=1
Nemotron Nano 9B V2
W4A16 · vLLM · LLM 5–14B
Cunknown power n/a
no power published
NVIDIA Jetson AI Lab benchmarks (benchmarks.json)
undated

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published LLM generation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) or NVIDIA Jetson Orin NX 16GB 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.