HWBench

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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.

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) is faster in all 3 like-for-like comparisons (largest gap: object detection, 4.39×).

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)Rockchip RK3588 (NPU, single core of 3)
Best object detection476 FPS B
2026-10-04 (page last edited)
109 FPS C
2026-10-13 (page last edited)
Power120 W specn/a
Perf / W3.97 FPS/W specn/a
Pricen/an/a
Workloads with data2 of 75 of 7

Best published object detection 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

✓ Like-for-like: model-size class nano (YOLO-n), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)476 FPS
inference_time · b=1
YOLO26n
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP · nano (YOLO-n)
B120 W spec
platform spec envelope (not measured with this result)
Ultralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
Rockchip RK3588 (NPU, single core of 3)109 FPS
throughput · b=1
yolov6n
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)
✓ Like-for-like: model-size class small (YOLO-s), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)213 FPS
inference_time · b=1
YOLO26s
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP · small (YOLO-s)
B120 W spec
platform spec envelope (not measured with this result)
Ultralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
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)
✓ Like-for-like: model-size class medium (YOLO-m), batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)91.74 FPS
inference_time · b=1
YOLO26m
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP · medium (YOLO-m)
B120 W spec
platform spec envelope (not measured with this result)
Ultralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
Rockchip RK3588 (NPU, single core of 3)20.90 FPS
throughput · b=1
yolov5m
INT8 · RKNN-Toolkit2 / RKNPU (rknn_model_zoo) · medium (YOLO-m)
Cunknown power n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

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)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published instance segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published pose estimation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published image classification results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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 n/a
no power published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S):

◌

No published semantic segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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 AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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 AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) CPU-only11.37 tok/s
generation_throughput · b=1
DeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM 5–14B
C140 W measured
reported in result source — measured
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)

Rockchip RK3588 (NPU, single core of 3):

◌

No published LLM generation results for Rockchip RK3588 (NPU, single core of 3) or AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) 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.