HWBench

AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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.

Axelera Metis Edge 130p PCIe card is faster in all 2 like-for-like comparisons (largest gap: object detection, 66.56×).

AMD Kria KV260 Vision AI Starter Kit (K26 SOM)Axelera Metis Edge 130p PCIe card
Best object detection276 FPS D
Older data (2023)
2894 FPS C
2026-10-15 (page last edited)
Power7.50 W specn/a
Perf / W36.76 FPS/W specn/a
Pricen/an/a
Workloads with data4 of 75 of 7

Best published object detection result per platform (may be from different like-for-like groups — see data). n/a = not published; never estimated.

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

object detection

✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card812 FPS
throughput · b=1
YOLOv5s
INT8 · Voyager SDK (GStreamer pipeline) · small (YOLO-s)
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 Kria KV260 Vision AI Starter Kit (K26 SOM)12.20 FPS
throughput (DPU only) · b=1
YOLOv8s-Ghost-P2 (Hard-Swish, xView3-SAR)
INT8 (Vitis AI quantizer, power-of-two) · Vitis AI 3.5 VART, DPU inference only, 2 threads · small (YOLO-s)
C7.50 W spec
platform spec envelope (not measured with this result)
arXiv 2507.04842v2 (SAR vessel detection on Kria KV260), Table 6
2025-11-17 (published)
✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Axelera Metis Edge 130p PCIe card1000 FPS
throughput · b=1
YOLOv5n
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 Kria KV260 Vision AI Starter Kit (K26 SOM)33.60 FPS
throughput (DPU only) · b=1
YOLOv8n-Ghost (Hard-Swish, xView3-SAR)
INT8 (Vitis AI quantizer, power-of-two) · Vitis AI 3.5 VART, DPU inference only, 2 threads · nano (YOLO-n)
C7.50 W spec
platform spec envelope (not measured with this result)
arXiv 2507.04842v2 (SAR vessel detection on Kria KV260), Table 6
2025-11-17 (published)

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 Kria KV260 Vision AI Starter Kit (K26 SOM):

◌

No published instance segmentation results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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 Kria KV260 Vision AI Starter Kit (K26 SOM)
MIXED: model-size class mobile-class CNN vs nano (YOLO-n); batch unknown vs 1
352 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
D7.50 W spec
reported in result source — spec
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 Kria KV260 Vision AI Starter Kit (K26 SOM)
MIXED: batch unknown vs 1
2432 FPS
E2E throughput, multi thread · b=unknown
tf_mobilenetv1_0.25_imagenet_128_128_27M
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
D7.50 W spec
reported in result source — spec
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 Kria KV260 Vision AI Starter Kit (K26 SOM)
MIXED: model-size class mid-size CNN vs nano (YOLO-n); batch unknown vs 1
183 FPS
E2E throughput, multi thread · b=unknown
tf2_2d-unet_nuclei_128_128_5.31G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
D7.50 W spec
reported in result source — spec
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 Kria KV260 Vision AI Starter Kit (K26 SOM) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) 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.