HWBench

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) vs NVIDIA GB200 NVL72 (4x NVIDIA GB200)

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 like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML)NVIDIA GB200 NVL72 (4x NVIDIA GB200)
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 71 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

NVIDIA GB200 NVL72 (4x NVIDIA GB200):

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No published object detection results for NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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 NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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)

NVIDIA GB200 NVL72 (4x NVIDIA GB200):

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No published pose estimation results for NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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)

NVIDIA GB200 NVL72 (4x NVIDIA GB200):

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No published image classification results for NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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)

NVIDIA GB200 NVL72 (4x NVIDIA GB200):

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No published semantic segmentation results for NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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

Only NVIDIA GB200 NVL72 (4x NVIDIA GB200) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
NVIDIA GB200 NVL72 (4x NVIDIA GB200)22051 FPS
throughput_offline · b=unknown
MLPerf whisper
fp16 · TensorRT 10.14, CUDA 13.1 · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.0, closed division, data-centre suite
2026-04-01 (published)

AMD Alveo V70 (Versal AI Core, XDNA AIE-ML):

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No published speech-to-text results for AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) or NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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 NVIDIA GB200 NVL72 (4x NVIDIA GB200) 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.