HWBench

Hailo-10H (M.2/PCIe, x86 host) vs Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)

Showing the newest results per platform and source. 11 superseded older results are hidden.Showing all results, including 11 superseded by newer results from the same source.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.

Hailo-10H (M.2/PCIe, x86 host)Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection375 FPS D
2026-09-03 (page last edited)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data5 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 Hailo-10H (M.2/PCIe, x86 host) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)375 FPS
throughput · b=1
yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published object detection results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

Only Hailo-10H (M.2/PCIe, x86 host) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)66.70 FPS
throughput · b=1
yolov8m_seg
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published instance segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2034 FPS
throughput · b=1
mspn_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published pose estimation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2798 FPS
throughput · b=1
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published image classification results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)667 FPS
throughput · b=1
unet_mobilenet_v2
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published semantic segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) 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.

PlatformResultModel · precision · stackGradePowerSource
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
C320 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks issue results (comments)
2025-05-06 (page last edited)

Hailo-10H (M.2/PCIe, x86 host):

◌

No published LLM generation results for Hailo-10H (M.2/PCIe, x86 host) 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.

Hailo-10H (M.2/PCIe, x86 host)Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection375 FPS D
2026-09-03 (page last edited)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data5 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 Hailo-10H (M.2/PCIe, x86 host) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)375 FPS
throughput · b=1
yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n)
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published object detection results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

Only Hailo-10H (M.2/PCIe, x86 host) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)66.70 FPS
throughput · b=1
yolov8m_seg
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m)
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published instance segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2034 FPS
throughput · b=1
mspn_regnetx_800mf
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published pose estimation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)2798 FPS
throughput · b=1
mobilenet_v2_1.0
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published image classification results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Hailo-10H (M.2/PCIe, x86 host)667 FPS
throughput · b=1
unet_mobilenet_v2
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN
Dunknown power not published
not published
Hailo Model Zoo public models (Hailo-10H)
2026-09-03 (page last edited)

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

◌

No published semantic segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) 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.

PlatformResultModel · precision · stackGradePowerSource
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
C320 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks issue results (comments)
2025-05-06 (page last edited)

Hailo-10H (M.2/PCIe, x86 host):

◌

No published LLM generation results for Hailo-10H (M.2/PCIe, x86 host) 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.

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