HWBenchedge-AI hardware data, cited & graded

AMD Ryzen AI processor (SKU not stated) vs AMD Versal AI Edge VEK280 (VE2802)

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.
AMDAI PC · no photo yet
No licensed photo available — placeholder drawing.
AMDeval kit (adaptive SoC) · 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 Ryzen AI processor (SKU not stated)AMD Versal AI Edge VEK280 (VE2802)
Best object detection144 FPS D
2025 (year only)
1933 FPS D
Older data (2023)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 74 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 medium (YOLO-m) at batch unknown. Differs: model-size class unknown vs medium (YOLO-m); batch 1 vs unknown.
PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge VEK280 (VE2802)49.61 FPS
E2E throughput, multi thread · b=unknown
pt_yolov6m_3.5
INT8 · Vitis AI 3.5 (VART) · medium (YOLO-m)
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)
AMD Ryzen AI processor (SKU not stated)
MIXED: model-size class unknown vs medium (YOLO-m); batch 1 vs unknown
144 FPS
latency · b=1
Yolo face v8n-v2 (AMD custom single-class YOLO)
A8W8 (Quark) · ONNX Runtime + Vitis AI EP (Ryzen AI SW) · unknown
Dunknown power n/a
no power published
AMD technical article: AI inference acceleration on Ryzen AI with Quark (Table 5)
2025 (year only)

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

instance segmentation

◌

No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) 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.

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) · unknown
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

AMD Ryzen AI processor (SKU not stated):

◌

No published pose estimation results for AMD Ryzen AI processor (SKU not stated) 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)6595 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_0.88_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)

AMD Ryzen AI processor (SKU not stated):

◌

No published image classification results for AMD Ryzen AI processor (SKU not stated) 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)

AMD Ryzen AI processor (SKU not stated):

◌

No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) 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 Ryzen AI processor (SKU not stated) 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.

LLM generation

◌

No published LLM generation results for AMD Ryzen AI processor (SKU not stated) 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.

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.