HWBenchedge-AI hardware data, cited & graded

AMD Zynq UltraScale+ ZCU102 (ZU9EG) vs Intel Core Ultra 7 155H (Meteor 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.
AMDeval kit (adaptive SoC) · no photo yet
No licensed photo available — placeholder drawing.
IntelAI PC · no photo yet
No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

AMD Zynq UltraScale+ ZCU102 (ZU9EG)Intel Core Ultra 7 155H (Meteor Lake)
Best object detection539 FPS D
Older data (2023)
173 FPS C
2026 (year only)
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 7 155H (Meteor Lake)173 FPS
inference_time · b=1
YOLO26n
INT8 · Ultralytics + OpenVINO 2026.2.1 · nano (YOLO-n)
Cunknown power n/a
no power published
Ultralytics docs: Intel OpenVINO integration benchmark
2026 (year only)
AMD Zynq UltraScale+ ZCU102 (ZU9EG)
MIXED: model-size class unknown vs nano (YOLO-n); batch unknown vs 1
539 FPS
E2E throughput, multi thread · b=unknown
pt_yolox-nano_coco_416_416_1G
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 Zynq UltraScale+ ZCU102 (ZU9EG) or Intel Core Ultra 7 155H (Meteor 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)391 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
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)

Intel Core Ultra 7 155H (Meteor Lake):

◌

No published pose estimation results for Intel Core Ultra 7 155H (Meteor Lake) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)371 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_imagenet_160_160_0.88_1.8G
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 7 155H (Meteor Lake):

◌

No published image classification results for Intel Core Ultra 7 155H (Meteor Lake) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)437 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 7 155H (Meteor Lake):

◌

No published semantic segmentation results for Intel Core Ultra 7 155H (Meteor Lake) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) or Intel Core Ultra 7 155H (Meteor 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 Zynq UltraScale+ ZCU102 (ZU9EG) or Intel Core Ultra 7 155H (Meteor 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.