HWBenchedge-AI hardware data, cited & graded

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) vs AMD Versal AI Edge VEK280 (VE2802)

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.
AlteraFPGA (PCIe/dev kit) · no photo yet
No licensed photo available — placeholder drawing.
AMDeval kit (adaptive SoC) · no photo yet
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.

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite)AMD Versal AI Edge VEK280 (VE2802)
Best image classification182 FPS D
undated
8598 FPS D
Older data (2023)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 74 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.

PlatformResultModel · precision · stackGradePowerSource
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)
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite):

◌

No published object detection results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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

◌

No published instance segmentation results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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.

pose estimation

Only AMD Versal AI Edge VEK280 (VE2802) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
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
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite):

◌

No published pose estimation results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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.
PlatformResultModel · precision · stackGradePowerSource
Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite)182 FPS
throughput · b=1
ResNet18 (PyTorch)
not stated in table · FPGA AI Suite on-chip parameter streaming; IP throughput · mid-size CNN
Dunknown power n/a
no power published
Altera FPGA AI Suite Handbook (performance tables)
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
Dunknown 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.

PlatformResultModel · precision · stackGradePowerSource
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
Dunknown power n/a
no power published
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite):

◌

No published semantic segmentation results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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

◌

No published speech-to-text results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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.

LLM generation

◌

No published LLM generation results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) 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.

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.