HWBench

AMD Zynq UltraScale+ ZCU102 (ZU9EG) vs NDP9120 (N/A)

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Showing the newest results per platform and source. 12 superseded older results are hidden.Showing all results, including 12 superseded by newer results from the same source.

Only AMD Zynq UltraScale+ ZCU102 (ZU9EG) has published results here; NDP9120 (N/A) has none for the workloads we track.

AMD Zynq UltraScale+ ZCU102 (ZU9EG)NDP9120 (N/A)
Best object detection539 FPS D
Older data (2023)
n/a
Powern/an/a
Perf / Wn/an/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 Zynq UltraScale+ ZCU102 (ZU9EG) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)26.09 FPS
E2E throughput, multi thread · b=unknown
pt_yolov5s6_coco_1280_1280_17G
INT8 · Vitis AI 3.0 (VART) · small (YOLO-s)
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published object detection results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)391 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published pose estimation results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)371 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_imagenet_160_160_0.88_1.8G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published image classification results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)437 FPS
E2E throughput, multi thread · b=unknown
tf2_2d-unet_nuclei_128_128_5.31G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published semantic segmentation results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 AMD Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) 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 AMD Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

Only AMD Zynq UltraScale+ ZCU102 (ZU9EG) has published results here; NDP9120 (N/A) has none for the workloads we track.

AMD Zynq UltraScale+ ZCU102 (ZU9EG)NDP9120 (N/A)
Best object detection539 FPS D
Older data (2023)
n/a
Powern/an/a
Perf / Wn/an/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 Zynq UltraScale+ ZCU102 (ZU9EG) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)26.09 FPS
E2E throughput, multi thread · b=unknown
pt_yolov5s6_coco_1280_1280_17G
INT8 · Vitis AI 3.0 (VART) · small (YOLO-s)
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published object detection results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)391 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · mobile-class CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published pose estimation results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)371 FPS
E2E throughput, multi thread · b=unknown
pt_OFA-resnet50_imagenet_160_160_0.88_1.8G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published image classification results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 Zynq UltraScale+ ZCU102 (ZU9EG) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Zynq UltraScale+ ZCU102 (ZU9EG)437 FPS
E2E throughput, multi thread · b=unknown
tf2_2d-unet_nuclei_128_128_5.31G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

NDP9120 (N/A):

◌

No published semantic segmentation results for NDP9120 (N/A) or AMD Zynq UltraScale+ ZCU102 (ZU9EG) 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 AMD Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) 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 AMD Zynq UltraScale+ ZCU102 (ZU9EG) or NDP9120 (N/A) 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.