HWBench

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) vs Rockchip RK3588 (NPU, single core of 3)

Close-up of a Rockchip RK3588 system-on-chip package on a circuit board
Rockchip RK3588 SoC package. Photo: Popolon (Commons uploader; CC0, attribution not required), CC0, via Wikimedia Commons.
Showing the newest results per platform and source. 11 superseded older results are hidden.Showing all results, including 11 superseded by newer results from the same source.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.

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)Rockchip RK3588 (NPU, single core of 3)
Best LLM generation214 tok/s C
2025-05-06 (page last edited)		n/a
Power320 W ● Measured, Whole systemn/a
Perf / W0.669 tok/s/W ● Measured, Whole systemn/a
Pricen/an/a
Workloads with data1 of 75 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only Rockchip RK3588 (NPU, single core of 3) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)66.50 FPS
throughput · b=1		yolov5s_relu
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · small (YOLO-s)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)71.50 FPS
throughput · b=1		yolov5n-seg
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)58.30 FPS
throughput · b=1		yolov8n-pose
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)459 FPS
throughput · b=1		mobilenetv2-12
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)34.70 FPS
throughput · b=1		deeplab-v3-plus-mobilenet-v2
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Rockchip RK3588 (NPU, single core of 3) 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)

Rockchip RK3588 (NPU, single core of 3):

◌

No published LLM generation results for Rockchip RK3588 (NPU, single core of 3) 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.

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)Rockchip RK3588 (NPU, single core of 3)
Best LLM generation214 tok/s C
2025-05-06 (page last edited)		n/a
Power320 W ● Measured, Whole systemn/a
Perf / W0.669 tok/s/W ● Measured, Whole systemn/a
Pricen/an/a
Workloads with data1 of 75 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only Rockchip RK3588 (NPU, single core of 3) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)66.50 FPS
throughput · b=1		yolov5s_relu
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · small (YOLO-s)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)71.50 FPS
throughput · b=1		yolov5n-seg
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)58.30 FPS
throughput · b=1		yolov8n-pose
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · nano (YOLO-n)		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)459 FPS
throughput · b=1		mobilenetv2-12
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Rockchip RK3588 (NPU, single core of 3) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK3588 (NPU, single core of 3)34.70 FPS
throughput · b=1		deeplab-v3-plus-mobilenet-v2
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · mobile-class CNN		Cunknown power not published
not published		Rockchip rknn_model_zoo README benchmark table
2026-10-13 (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 Rockchip RK3588 (NPU, single core of 3) 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 Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Rockchip RK3588 (NPU, single core of 3) 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)

Rockchip RK3588 (NPU, single core of 3):

◌

No published LLM generation results for Rockchip RK3588 (NPU, single core of 3) 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