HWBench

AMD Versal AI Core VCK190 (VC1902) vs Intel Core Ultra X7 358H (Panther Lake)

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.

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 Core VCK190 (VC1902)Intel Core Ultra X7 358H (Panther Lake)
Best object detection3507 FPS D
Older data (2023)
248 FPS C
2026-09-27 (page last edited)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data4 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

⚠ MIXED COMPARISON — not like-for-like. Baseline nano (YOLO-n) at batch 1. Differs: model-size class unknown vs nano (YOLO-n); batch unknown vs 1.
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 documentation: Intel OpenVINO integration benchmark
2026-09-27 (page last edited)
AMD Versal AI Core VCK190 (VC1902)
MIXED: model-size class unknown vs nano (YOLO-n); batch unknown vs 1
3507 FPS
E2E throughput, multi thread · b=unknown
pt_pmg_grocerystore_224_224_2.28G
INT8 · Vitis AI 3.0 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

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

instance segmentation

◌

No published instance segmentation results for AMD Versal AI Core VCK190 (VC1902) or Intel Core Ultra X7 358H (Panther Lake) 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 Core VCK190 (VC1902) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)437 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

Intel Core Ultra X7 358H (Panther Lake):

◌

No published pose estimation results for Intel Core Ultra X7 358H (Panther Lake) or AMD Versal AI Core VCK190 (VC1902) 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 AMD Versal AI Core VCK190 (VC1902) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)4566 FPS
E2E throughput, multi thread · b=unknown
tf_resnetv1_50_imagenet_224_224_0.65_2.45G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

Intel Core Ultra X7 358H (Panther Lake):

◌

No published image classification results for Intel Core Ultra X7 358H (Panther Lake) or AMD Versal AI Core VCK190 (VC1902) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only AMD Versal AI Core VCK190 (VC1902) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)2938 FPS
E2E throughput, multi thread · b=unknown
tf2_2d-unet_nuclei_128_128_5.31G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

Intel Core Ultra X7 358H (Panther Lake):

◌

No published semantic segmentation results for Intel Core Ultra X7 358H (Panther Lake) or AMD Versal AI Core VCK190 (VC1902) 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 Core VCK190 (VC1902) or Intel Core Ultra X7 358H (Panther Lake) 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 Core VCK190 (VC1902) or Intel Core Ultra X7 358H (Panther Lake) 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.