HWBench

AMD Versal AI Edge VEK280 (VE2802) 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 Edge VEK280 (VE2802)Intel Core Ultra X7 358H (Panther Lake)
Best object detection1933 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 mobile-class CNN 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 Edge VEK280 (VE2802)
MIXED: model-size class mobile-class CNN vs nano (YOLO-n); 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

◌

No published instance segmentation results for AMD Versal AI Edge VEK280 (VE2802) 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 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) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.5 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 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

Only AMD Versal AI Edge VEK280 (VE2802) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge VEK280 (VE2802)337 FPS
throughput · b=1
resnet50 (TRD example xmodel)
INT8 · Vitis AI 3.5 DPUCV2DX8G reference design, test_dpu_runner_mt · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.5 VEK280 DPUCV2DX8G reference design (ResNet50 example)
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 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.

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)

Intel Core Ultra X7 358H (Panther Lake):

◌

No published semantic segmentation results for Intel Core Ultra X7 358H (Panther Lake) 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 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 Edge VEK280 (VE2802) 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.