HWBench

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) vs MemryX MX3 M.2 module

MemryX MX3 M.2 module is faster in the only like-for-like comparison (largest gap: image classification, 12.73×).

Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite)MemryX MX3 M.2 module
Best image classification182 FPS D
2026-08-10 (published)
10057 FPS C
2026-07-15 (published)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 75 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 MemryX MX3 M.2 module has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2391 FPS
throughput · b=1
MediaPipe-object-Detection-3d-camera
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mobile-class CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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 MemryX MX3 M.2 module yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

Only MemryX MX3 M.2 module has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module1023 FPS
throughput · b=1
YOLO26-nano-seg
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · unknown
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published instance segmentation results for Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2721 FPS
throughput · b=1
MoveNet.SinglePose.Lightning
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mobile-class CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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 MemryX MX3 M.2 module 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 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2317 FPS
throughput · b=1
ResNet-50 (MXA-Optimized)
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mid-size CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)
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)
2026-08-10 (published)

semantic segmentation

Only MemryX MX3 M.2 module has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module1998 FPS
throughput · b=1
Deeplab-v3
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mid-size CNN
Cunknown power n/a
no power published
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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 MemryX MX3 M.2 module 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 MemryX MX3 M.2 module 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 MemryX MX3 M.2 module 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.