HWBench

Rockchip RK3588 (NPU, single core of 3) vs TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)

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Showing the newest results per platform and source. 106 superseded older results are hidden.Showing all results, including 106 superseded by newer results from the same source.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.

Rockchip RK3588 (NPU, single core of 3)TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification459 FPS C
2026-10-13 (page last edited)
221 FPS B
2025-09-04 (published)
Powern/a34.18 W measured
Perf / Wn/a6.45 FPS/W measured
Pricen/an/a
Workloads with data5 of 71 of 7

Best published image classification 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published instance segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published pose estimation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: batch unknown vs 1.
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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only
MIXED: batch unknown vs 1
221 FPS
throughput_offline · b=unknown
MLPerf resnet (open) / mobilenet-v1-precision_float-1.0-128
FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN
B34.18 W measured
reported in result source — measured
MLPerf Inference v5.1, open division
2025-09-04 (published)

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

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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Rockchip RK3588 (NPU, single core of 3) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Rockchip RK3588 (NPU, single core of 3) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.

Rockchip RK3588 (NPU, single core of 3)TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification459 FPS C
2026-10-13 (page last edited)
2798 FPS B
Older data (2025)
Powern/a30.72 W measured
Perf / Wn/a91.08 FPS/W measured
Pricen/an/a
Workloads with data5 of 71 of 7

Best published image classification 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published instance segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published pose estimation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: batch unknown vs 1.
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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only
MIXED: batch unknown vs 1
2798 FPS
throughput_offline · b=unknown
MLPerf resnet (open) / mobilenet-v1-precision_float-0.25-128
FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN
B30.72 W measured
reported in result source — measured
MLPerf Inference v5.0, open division
Older data (2025)

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

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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Rockchip RK3588 (NPU, single core of 3) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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 Rockchip RK3588 (NPU, single core of 3) or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.