HWBench

AMD Kria KV260 Vision AI Starter Kit (K26 SOM) vs TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)

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.
Showing the newest results per platform and source. 106 superseded older results are hidden.Showing all results, including 106 superseded by newer results from the same source.

AMD Kria KV260 Vision AI Starter Kit (K26 SOM) is faster in the only like-for-like comparison (largest gap: image classification, 11.03×).

AMD Kria KV260 Vision AI Starter Kit (K26 SOM)TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification2432 FPS D
Older data (2023)		221 FPS B
2025-09-04 (published)
Power7.50 W spec34.18 W measured
Perf / W324 FPS/W spec6.45 FPS/W measured
Pricen/an/a
Workloads with data4 of 71 of 7

Best published image classification 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

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published pose estimation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mobile-class CNN, batch unknown (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)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)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only221 FPS
throughput_offline · b=unknown		MLPerf resnet (open) / mobilenet-v1-precision_float-1.0-128
FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN		B34.18 W measured
reported in result source — measured		MLPerf Inference v5.1, open division
2025-09-04 (published)

semantic segmentation

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)32.90 FPS
E2E throughput, multi thread · b=unknown		pt_SemanticFPN-mobilenetv2_cityscapes_512_1024_10G
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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

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No published LLM generation results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

Split result: AMD Kria KV260 Vision AI Starter Kit (K26 SOM) is faster in 1 and TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) in 1 of 2 like-for-like comparisons.

AMD Kria KV260 Vision AI Starter Kit (K26 SOM)TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification2432 FPS D
Older data (2023)		2798 FPS B
Older data (2025)
Power7.50 W spec30.72 W measured
Perf / W324 FPS/W spec91.08 FPS/W measured
Pricen/an/a
Workloads with data4 of 71 of 7

Best published image classification 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

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

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No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

◌

No published instance segmentation results for AMD Kria KV260 Vision AI Starter Kit (K26 SOM) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published pose estimation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

✓ Like-for-like: model-size class mid-size CNN, batch unknown (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)214 FPS
E2E throughput, multi thread · b=unknown		pt_OFA-resnet50_imagenet_160_160_0.88_1.8G
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)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only104 FPS
throughput_offline · b=unknown		MLPerf resnet (open) / efficientnet-int8-lite0
INT8 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mid-size CNN		B28.20 W measured
reported in result source — measured		MLPerf Inference v5.0, open division
Older data (2025)
✓ Like-for-like: model-size class mobile-class CNN, batch unknown (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only2798 FPS
throughput_offline · b=unknown		MLPerf resnet (open) / mobilenet-v1-precision_float-0.25-128
FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN		B30.72 W measured
reported in result source — measured		MLPerf Inference v5.0, open division
Older data (2025)
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)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)

semantic segmentation

Only AMD Kria KV260 Vision AI Starter Kit (K26 SOM) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Kria KV260 Vision AI Starter Kit (K26 SOM)32.90 FPS
E2E throughput, multi thread · b=unknown		pt_SemanticFPN-mobilenetv2_cityscapes_512_1024_10G
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)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or AMD Kria KV260 Vision AI Starter Kit (K26 SOM) 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 Kria KV260 Vision AI Starter Kit (K26 SOM) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.