HWBench

AMD Versal AI Edge Series Gen 2 VEK385 vs Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)

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Showing the newest results per platform and source. 18 superseded older results are hidden.Showing all results, including 18 superseded by newer results from the same source.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

AMD Versal AI Edge Series Gen 2 VEK385Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)
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 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 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)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published object detection results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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)

Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only):

◌

No published image classification results for Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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

Only Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only5.24 FPS
inference_time · b=1
Unet Mv2 (128x128)
TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2020)

AMD Versal AI Edge Series Gen 2 VEK385:

◌

No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

AMD Versal AI Edge Series Gen 2 VEK385 is faster in the only like-for-like comparison (largest gap: image classification, 466×).

AMD Versal AI Edge Series Gen 2 VEK385Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only)
Best image classification265 FPS D
2026-09-23 (page last edited)
8.20 FPS D
Older data (2019)
Powern/an/a
Perf / Wn/an/a
Price$15995 listn/a
Workloads with data2 of 73 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: model-size class medium (YOLO-m) vs mobile-class CNN.
PlatformResultModel · precision · stackGradePowerSource
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only3.55 FPS
inference_time · b=1
MobileNet v2 SSD (224x224)
TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mobile-class CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2019)
AMD Versal AI Edge Series Gen 2 VEK385
MIXED: model-size class medium (YOLO-m) vs mobile-class CNN
93.50 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)

No shared like-for-like group exists for this pair.

instance segmentation

◌

No published instance segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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
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)
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only0.570 FPS
inference_time · b=1
ResNet-50 V1 (299x299)
TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2019)

semantic segmentation

Only Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) CPU-only5.24 FPS
inference_time · b=1
Unet Mv2 (128x128)
TFLite on CPU · TensorFlow Lite C++ benchmark (Edge TPU runtime) · mid-size CNN
Dunknown power n/a
no power published
Google Coral Edge TPU benchmarks page (Table 1)
Older data (2020)

AMD Versal AI Edge Series Gen 2 VEK385:

◌

No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 or Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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 Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) 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.