HWBench

AMD Ryzen AI Max+ (Strix Halo) iGPU vs AMD Versal AI Core VCK190 (VC1902)

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+ (Strix Halo) iGPUAMD Versal AI Core VCK190 (VC1902)
Best LLM generation54.38 tok/s C
2026-10-10 (page last edited)
n/a
Power120 W specn/a
Perf / W0.453 tok/s/W specn/a
Price$3999 listn/a
Workloads with data1 of 74 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only AMD Versal AI Core VCK190 (VC1902) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)70.67 FPS
E2E throughput, multi thread · b=unknown
pt_yolov5s6_coco_1280_1280_17G
INT8 · Vitis AI 3.0 (VART) · small (YOLO-s)
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

AMD Ryzen AI Max+ (Strix Halo) iGPU:

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No published object detection results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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.

instance segmentation

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No published instance segmentation results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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.

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)

AMD Ryzen AI Max+ (Strix Halo) iGPU:

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No published pose estimation results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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)

AMD Ryzen AI Max+ (Strix Halo) iGPU:

◌

No published image classification results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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)

AMD Ryzen AI Max+ (Strix Halo) iGPU:

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No published semantic segmentation results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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

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No published speech-to-text results for AMD Ryzen AI Max+ (Strix Halo) iGPU 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.

LLM generation

Only AMD Ryzen AI Max+ (Strix Halo) iGPU has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ (Strix Halo) iGPU54.38 tok/s
tg128 · b=1
Llama 2 7B
Q4_0 · llama.cpp Vulkan (FA on, commit fb4b273) · LLM 5–14B
C120 W spec
platform spec envelope (not measured with this result)
llama.cpp discussion #10879 Vulkan scoreboard (via GitHub API)
2026-10-10 (page last edited)

AMD Versal AI Core VCK190 (VC1902):

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No published LLM generation results for AMD Versal AI Core VCK190 (VC1902) or AMD Ryzen AI Max+ (Strix Halo) iGPU 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.