AMD Versal AI Edge Series Gen 2 VEK385 vs Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)

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.

AMDeval kit (adaptive SoC)No licensed photo yet

(independent test)independent test systemNo licensed photo yet

Showing the newest results per platform and source. 11 superseded older results are hidden.Showing all results, including 11 superseded by newer results from the same source.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 VEK385	Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection	93.50 FPS D 2026-09-24 (published)	n/a
Power	n/a	n/a
Perf / W	n/a	n/a
Price	$15995 list	n/a
Workloads with data	2 of 7	1 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge Series Gen 2 VEK385	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)	D	unknown power not published not published	AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial 2026-09-24 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

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No published object detection results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) 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

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No published instance segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 or Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

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No published pose estimation results for AMD Versal AI Edge Series Gen 2 VEK385 or Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge Series Gen 2 VEK385	265 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	D	unknown power not published not published	AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial 2026-09-23 (page last edited)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

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No published image classification results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) 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

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No published semantic segmentation results for AMD Versal AI Edge Series Gen 2 VEK385 or Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) 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 Versal AI Edge Series Gen 2 VEK385 or Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) has published LLM generation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)	214 tok/s generation_throughput · b=1	deepseek-r1:1.5b Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM ≤4B	C	320 W ● Measured, Whole system reported in result source — Measured, Whole system	Jeff Geerling ai-benchmarks issue results (comments) 2025-05-06 (page last edited)

AMD Versal AI Edge Series Gen 2 VEK385:

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No published LLM generation results for AMD Versal AI Edge Series Gen 2 VEK385 or Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

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 VEK385	Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection	93.50 FPS D 2026-09-24 (published)	n/a
Power	n/a	n/a
Perf / W	n/a	n/a
Price	$15995 list	n/a
Workloads with data	2 of 7	1 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.

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge Series Gen 2 VEK385	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)	D	unknown power not published not published	AMD Vitis AI 6.3 VEK385 YOLOv8m tutorial 2026-09-24 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

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instance segmentation

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pose estimation

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image classification

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

Platform	Result	Model · precision · stack	Grade	Power	Source
AMD Versal AI Edge Series Gen 2 VEK385	265 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	D	unknown power not published not published	AMD Vitis AI 6.3 VEK385 ResNet50 Quark tutorial 2026-09-23 (page last edited)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

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semantic segmentation

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speech-to-text

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LLM generation

Only Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) has published LLM generation results.

Platform	Result	Model · precision · stack	Grade	Power	Source
Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)	214 tok/s generation_throughput · b=1	deepseek-r1:1.5b Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM ≤4B	C	320 W ● Measured, Whole system reported in result source — Measured, Whole system	Jeff Geerling ai-benchmarks issue results (comments) 2025-05-06 (page last edited)

AMD Versal AI Edge Series Gen 2 VEK385:

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Grades: A audited MLPerf · B third-party · C community · D vendor. How we rank · JSON