AMD Versal AI Edge VEK280 (VE2802) vs Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)

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.

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 Edge VEK280 (VE2802)	Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)
Best image classification	8598 FPS D Older data (2023)	8.20 FPS D undated
Power	n/a	n/a
Perf / W	n/a	n/a
Price	n/a	n/a
Workloads with data	4 of 7	1 of 7

Best published image classification 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 Edge VEK280 (VE2802) has published object detection results.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge VEK280 (VE2802)	49.61 FPS E2E throughput, multi thread · b=unknown	pt_yolov6m_3.5 INT8 · Vitis AI 3.5 (VART) · medium (YOLO-m)	D	unknown power n/a no power published	Vitis AI 3.5 Model Zoo performance table Older data (2023)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

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No published object detection results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or AMD Versal AI Edge VEK280 (VE2802) 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 Versal AI Edge VEK280 (VE2802) or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Edge VEK280 (VE2802) has published pose estimation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge VEK280 (VE2802)	428 FPS E2E throughput, multi thread · b=unknown	pt_movenet_3.5 INT8 · Vitis AI 3.5 (VART) · unknown	D	unknown power n/a no power published	Vitis AI 3.5 Model Zoo performance table Older data (2023)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

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No published pose estimation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or AMD Versal AI Edge VEK280 (VE2802) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

⚠ 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only	5.24 FPS inference_time · b=1	Unet Mv2 (128x128) TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN	D	unknown power n/a no power published	Google Coral Edge TPU benchmarks page (Table 1) undated
AMD Versal AI Edge VEK280 (VE2802) MIXED: model-size class unknown vs mid-size CNN; batch unknown vs 1	8598 FPS E2E throughput, multi thread · b=unknown	pt_squeezenet_3.5 INT8 · Vitis AI 3.5 (VART) · unknown	D	unknown power n/a no power published	Vitis AI 3.5 Model Zoo performance table Older data (2023)

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

semantic segmentation

Only AMD Versal AI Edge VEK280 (VE2802) has published semantic segmentation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge VEK280 (VE2802)	1564 FPS E2E throughput, multi thread · b=unknown	tf2_2D-UNET_3.5 INT8 · Vitis AI 3.5 (VART) · mid-size CNN	D	unknown power n/a no power published	Vitis AI 3.5 Model Zoo performance table Older data (2023)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

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No published semantic segmentation results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) or AMD Versal AI Edge VEK280 (VE2802) 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 Versal AI Edge VEK280 (VE2802) or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Edge VEK280 (VE2802) or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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.