HWBenchedge-AI hardware data, cited & graded

Intel Core Ultra X7 358H (Panther Lake) vs Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)

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Intel Core Ultra X7 358H (Panther Lake) is faster in all 3 like-for-like comparisons (largest gap: object detection, 29.61×).

Intel Core Ultra X7 358H (Panther Lake)Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)
Best object detection248 FPS C
2026 (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 nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Intel Core Ultra X7 358H (Panther Lake)248 FPS
inference_time · b=1
YOLO26n
FP16 · Ultralytics + OpenVINO 2026.2.1 · nano (YOLO-n)
Cunknown power n/a
no power published
Ultralytics docs: Intel OpenVINO integration benchmark
2026 (year only)
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
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Intel Core Ultra X7 358H (Panther Lake)224 FPS
inference_time · b=1
YOLO26s
INT8 · Ultralytics + OpenVINO 2026.2.1 · small (YOLO-s)
Cunknown power n/a
no power published
Ultralytics docs: Intel OpenVINO integration benchmark
2026 (year only)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)30.35 FPS
inference_time · b=1
yolov9s_70s_15p_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · small (YOLO-s)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
undated
✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Intel Core Ultra X7 358H (Panther Lake)178 FPS
inference_time · b=1
YOLO26m
INT8 · Ultralytics + OpenVINO 2026.2.1 · medium (YOLO-m)
Cunknown power n/a
no power published
Ultralytics docs: Intel OpenVINO integration benchmark
2026 (year only)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)6.02 FPS
inference_time · b=1
yolov5m.relu
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · medium (YOLO-m)
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

Intel Core Ultra X7 358H (Panther Lake):

◌

No published instance segmentation results for Intel Core Ultra X7 358H (Panther Lake) 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 Intel Core Ultra X7 358H (Panther Lake) 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

Intel Core Ultra X7 358H (Panther Lake):

◌

No published image classification results for Intel Core Ultra X7 358H (Panther Lake) 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

◌

No published semantic segmentation results for Intel Core Ultra X7 358H (Panther Lake) 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

◌

No published speech-to-text results for Intel Core Ultra X7 358H (Panther Lake) 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 Intel Core Ultra X7 358H (Panther Lake) 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.