HWBench

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) vs Rockchip RK1808 (NPU)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) is faster in all 3 like-for-like comparisons (largest gap: object detection, 7.13×).

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)Rockchip RK1808 (NPU)
Best object detection476 FPS B
2026-10-04 (page last edited)
66.80 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 74 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 RK1808 (NPU)66.80 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 RK1808 (NPU)37.20 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 RK1808 (NPU)13.30 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 RK1808 (NPU) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK1808 (NPU)49.60 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 RK1808 (NPU) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

◌

No published pose estimation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) or Rockchip RK1808 (NPU) 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 RK1808 (NPU) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK1808 (NPU)170 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 RK1808 (NPU) 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 RK1808 (NPU) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK1808 (NPU)4.40 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 RK1808 (NPU) 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 RK1808 (NPU) 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 RK1808 (NPU):

◌

No published LLM generation results for Rockchip RK1808 (NPU) 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.