AMD Versal AI Core VCK190 (VC1902): edge AI benchmarks

Name: AMD Versal AI Core VCK190 (VC1902)
Brand: AMD

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 licensed photo available — placeholder drawing.

Vendor AMDForm factor eval kit (adaptive SoC)Compute DPU (AI Engine)Indicative price unknownPower envelope unknownPublished rows 246

object detection1300 FPSD perf/W n/aOlder data (2023)

pose estimation437 FPSD perf/W n/aOlder data (2023)

image classification10225 FPSD perf/W n/aOlder data (2023)

semantic segmentation2938 FPSD perf/W n/aOlder data (2023)

Best published result per workload, across model sizes — open “Show data” for like-for-like groups.

Show data — per-workload tables

object detection

Like-for-like group	Best result	Model · precision · stack	Grade	Power	Source · date	Rank in group
small (YOLO-s) · b=unknown	70.67 FPS	pt_yolov5s6_coco_1280_1280_17G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	1 of 4
medium (YOLO-m) · b=unknown	218 FPS	pt_yolov6m_coco_640_640_82.4G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	2 of 6
mid-size CNN · b=unknown	20.95 FPS	tf_mlperf_resnet34_coco_1200_1200_433G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	18 of 34
mobile-class CNN · b=unknown	523 FPS	tf_ssdmobilenetv1_coco_300_300_2.47G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	3 of 6
unknown · b=unknown	1300 FPS	tf_RefineDet-Medical_EDD_320_320_0.88_9.83G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	7 of 37

instance segmentation

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No published instance segmentation results for 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

Like-for-like group	Best result	Model · precision · stack	Grade	Power	Source · date	Rank in group
unknown · b=unknown	437 FPS	pt_movenet_coco_192_192_0.5G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	2 of 6

image classification

Like-for-like group	Best result	Model · precision · stack	Grade	Power	Source · date	Rank in group
mid-size CNN · b=unknown	4566 FPS	tf_resnetv1_50_imagenet_224_224_0.65_2.45G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	12 of 41
mobile-class CNN · b=unknown	10225 FPS	tf_mobilenetv1_0.25_imagenet_128_128_27M INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	8 of 31
unknown · b=unknown	5827 FPS	pt_squeezenet_imagenet_224_224_703.5M INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	3 of 6

semantic segmentation

Like-for-like group	Best result	Model · precision · stack	Grade	Power	Source · date	Rank in group
mid-size CNN · b=unknown	2938 FPS	tf2_2d-unet_nuclei_128_128_5.31G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	1 of 6
mobile-class CNN · b=unknown	55.73 FPS	pt_SemanticFPN-mobilenetv2_cityscapes_512_1024_10G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	1 of 4
unknown · b=unknown	97.06 FPS	pt_CFLOW_LIDC_128_128_10.42G INT8 · Vitis AI 3.0 (VART)	D	unknown power n/a	Vitis AI 3.0 Model Zoo performance table Older data (2023)	4 of 6

speech-to-text

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No published speech-to-text results for 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

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No published LLM generation results for 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.

Compare with another platform (99)

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.