HWBench

AMD Versal AI Core VCK190 (VC1902) vs Axelera Metis Edge 130p PCIe card

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 Core VCK190 (VC1902)Axelera Metis Edge 130p PCIe card
Best object detection3507 FPS D
Older data (2023)
2894 FPS C
2026-10-15 (page last edited)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data4 of 75 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 mid-size CNN at batch 1. Differs: model-size class unknown vs mid-size CNN; batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card89.00 FPS
throughput · b=1
RetinaFace - Resnet50
INT8 · Voyager SDK (GStreamer pipeline) · mid-size CNN
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
AMD Versal AI Core VCK190 (VC1902)
MIXED: model-size class unknown vs mid-size CNN; batch unknown vs 1
3507 FPS
E2E throughput, multi thread · b=unknown
pt_pmg_grocerystore_224_224_2.28G
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

Only Axelera Metis Edge 130p PCIe card has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card287 FPS
throughput · b=1
YOLACT-ResNet50
INT8 · Voyager SDK (GStreamer pipeline) · mid-size CNN
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)

AMD Versal AI Core VCK190 (VC1902):

◌

No published instance segmentation results for AMD Versal AI Core VCK190 (VC1902) or Axelera Metis Edge 130p PCIe card yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

⚠ 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
Axelera Metis Edge 130p PCIe card762 FPS
throughput · b=1
YOLOv8n-pose
INT8 · Voyager SDK (GStreamer pipeline) · nano (YOLO-n)
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
AMD Versal AI Core VCK190 (VC1902)
MIXED: model-size class mobile-class CNN vs nano (YOLO-n); batch unknown vs 1
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)

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

image classification

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card4591 FPS
throughput · b=1
MobileNetV4-small
INT8 · Voyager SDK (GStreamer pipeline) · mobile-class CNN
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
AMD Versal AI Core VCK190 (VC1902)
MIXED: batch unknown vs 1
10225 FPS
E2E throughput, multi thread · b=unknown
tf_mobilenetv1_0.25_imagenet_128_128_27M
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)

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

semantic segmentation

⚠ MIXED COMPARISON — not like-for-like. Baseline nano (YOLO-n) at batch 1. Differs: model-size class mid-size CNN vs nano (YOLO-n); batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card280 FPS
throughput · b=1
YOLO26n-sem
INT8 · Voyager SDK (GStreamer pipeline) · nano (YOLO-n)
Cunknown power n/a
no power published
Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)
2026-10-15 (page last edited)
AMD Versal AI Core VCK190 (VC1902)
MIXED: model-size class mid-size CNN vs nano (YOLO-n); batch unknown vs 1
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)

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

speech-to-text

◌

No published speech-to-text results for AMD Versal AI Core VCK190 (VC1902) or Axelera Metis Edge 130p PCIe card 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 Core VCK190 (VC1902) or Axelera Metis Edge 130p PCIe card 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.