HWBench

AMD Versal AI Edge Series Gen 2 VEK385 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Showing the newest results per platform and source. 12 superseded older results are hidden.Showing all results, including 12 superseded by newer results from the same source.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 Versal AI Edge Series Gen 2 VEK385 has published results here; NDP9120 (N/A) has none for the workloads we track.

AMD Versal AI Edge Series Gen 2 VEK385NDP9120 (N/A)
Best object detection93.50 FPS D
2026-09-24 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Price$15995 listn/a
Workloads with data2 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 Versal AI Edge Series Gen 2 VEK385 has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge Series Gen 2 VEK38593.50 FPS
throughput · b=1
yolov8m
VINT8 with BF16 tail (Quark) · Vitis AI 6.3 VART ml_vart --benchmark --runs 100 · medium (YOLO-m)
Dunknown power n/a
no power published
AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial
2026-09-24 (published)

NDP9120 (N/A):

◌

No published object detection results for NDP9120 (N/A) or AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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

◌

No published pose estimation results for AMD Versal AI Edge Series Gen 2 VEK385 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.

image classification

Only AMD Versal AI Edge Series Gen 2 VEK385 has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge Series Gen 2 VEK385265 FPS
throughput · b=1
resnet50-v1-12 (ONNX)
INT8 (Quark) · Vitis AI 6.3 ONNX Runtime Vitis AI EP (evaluate.py, Python loop) · mid-size CNN
Dunknown power n/a
no power published
AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial
2026-09-23 (page last edited)

NDP9120 (N/A):

◌

No published image classification results for NDP9120 (N/A) or AMD Versal AI Edge Series Gen 2 VEK385 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

◌

No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 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.

speech-to-text

◌

No published speech-to-text results for AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 has published results here; NDP9120 (N/A) has none for the workloads we track.

AMD Versal AI Edge Series Gen 2 VEK385NDP9120 (N/A)
Best object detection93.50 FPS D
2026-09-24 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Price$15995 listn/a
Workloads with data2 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 Versal AI Edge Series Gen 2 VEK385 has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge Series Gen 2 VEK38593.50 FPS
throughput · b=1
yolov8m
VINT8 with BF16 tail (Quark) · Vitis AI 6.3 VART ml_vart --benchmark --runs 100 · medium (YOLO-m)
Dunknown power n/a
no power published
AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial
2026-09-24 (published)

NDP9120 (N/A):

◌

No published object detection results for NDP9120 (N/A) or AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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

◌

No published pose estimation results for AMD Versal AI Edge Series Gen 2 VEK385 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.

image classification

Only AMD Versal AI Edge Series Gen 2 VEK385 has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Edge Series Gen 2 VEK385265 FPS
throughput · b=1
resnet50-v1-12 (ONNX)
INT8 (Quark) · Vitis AI 6.3 ONNX Runtime Vitis AI EP (evaluate.py, Python loop) · mid-size CNN
Dunknown power n/a
no power published
AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial
2026-09-23 (page last edited)

NDP9120 (N/A):

◌

No published image classification results for NDP9120 (N/A) or AMD Versal AI Edge Series Gen 2 VEK385 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

◌

No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 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.

speech-to-text

◌

No published speech-to-text results for AMD Versal AI Edge Series Gen 2 VEK385 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 Versal AI Edge Series Gen 2 VEK385 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.