HWBench

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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.

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 Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)AMD Versal AI Edge VEK280 (VE2802)
Best object detection476 FPS B
2026-10-04 (page last edited)
1933 FPS D
Older data (2023)
Power120 W specn/a
Perf / W3.97 FPS/W specn/a
Pricen/an/a
Workloads with data2 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 nano (YOLO-n) at batch 1. Differs: model-size class mobile-class CNN vs nano (YOLO-n); batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)476 FPS
inference_time · b=1
YOLO26n
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP · nano (YOLO-n)
B120 W spec
platform spec envelope (not measured with this result)
Ultralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (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

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No published instance segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

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No published pose estimation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published image classification results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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 Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published semantic segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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

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No published speech-to-text results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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

Only AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) CPU-only11.37 tok/s
generation_throughput · b=1
DeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM 5–14B
C140 W measured
reported in result source — measured
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)

AMD Versal AI Edge VEK280 (VE2802):

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No published LLM generation results for AMD Versal AI Edge VEK280 (VE2802) or AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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.