HWBench

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) vs NUCLEO-U575ZI-Q (STM32U575ZIT6Q)

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Showing the newest results per platform and source. 13 superseded older results are hidden.Showing all results, including 13 superseded by newer results from the same source.

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published results here; NUCLEO-U575ZI-Q (STM32U575ZIT6Q) has none for the workloads we track.

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)NUCLEO-U575ZI-Q (STM32U575ZIT6Q)
Best object detection6100 FPS D
Older data (2023)
n/a
Power75.00 W specn/a
Perf / W81.34 FPS/W specn/a
Pricen/an/a
Workloads with data4 of 70 of 7

Best published object detection result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)85.28 FPS
E2E throughput, multi thread · b=14
yolov5s6_pt
INT8 · Vitis AI 3.5 Library (VART), batch 14 DPU · small (YOLO-s)
D75.00 W spec
platform spec envelope (not measured with this result)
AMD UG1354 Vitis AI Library performance tables
undated

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

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No published object detection results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)8327 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_3.5
INT8 · Vitis AI 3.5 (VART) · mobile-class CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

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No published pose estimation results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)7780 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_0.88_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

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No published image classification results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)1177 FPS
E2E throughput, multi thread · b=unknown
tf2_2D-UNET_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

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No published semantic segmentation results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published results here; NUCLEO-U575ZI-Q (STM32U575ZIT6Q) has none for the workloads we track.

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)NUCLEO-U575ZI-Q (STM32U575ZIT6Q)
Best object detection6100 FPS D
Older data (2023)
n/a
Power75.00 W specn/a
Perf / W81.34 FPS/W specn/a
Pricen/an/a
Workloads with data4 of 70 of 7

Best published object detection result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)85.28 FPS
E2E throughput, multi thread · b=14
yolov5s6_pt
INT8 · Vitis AI 3.5 Library (VART), batch 14 DPU · small (YOLO-s)
D75.00 W spec
platform spec envelope (not measured with this result)
AMD UG1354 Vitis AI Library performance tables
undated

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

◌

No published object detection results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)8327 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_3.5
INT8 · Vitis AI 3.5 (VART) · mobile-class CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

◌

No published pose estimation results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)7780 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_0.88_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

◌

No published image classification results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)1177 FPS
E2E throughput, multi thread · b=unknown
tf2_2D-UNET_3.5
INT8 · Vitis AI 3.5 (VART) · mid-size CNN
D75.00 W spec
reported in result source — spec
Vitis AI 3.5 Model Zoo performance table
Older data (2023)

NUCLEO-U575ZI-Q (STM32U575ZIT6Q):

◌

No published semantic segmentation results for NUCLEO-U575ZI-Q (STM32U575ZIT6Q) or AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) 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 Alveo V70 (Versal AI Core, XDNA AIE-ML) or NUCLEO-U575ZI-Q (STM32U575ZIT6Q) 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.