HWBench

Minisforum MS-R1 (as tested by Jeff Geerling) vs Rockchip RK1808 (NPU)

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Minisforum MS-R1 (as tested by Jeff Geerling)Rockchip RK1808 (NPU)
Best LLM generation71.36 tok/s C
2025-11-10 (page last edited)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 74 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 RK1808 (NPU) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Rockchip RK1808 (NPU)37.20 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)

Minisforum MS-R1 (as tested by Jeff Geerling):

◌

No published object detection results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.

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 not published
not published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

Minisforum MS-R1 (as tested by Jeff Geerling):

◌

No published instance segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) 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 Minisforum MS-R1 (as tested by Jeff Geerling) 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 not published
not published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

Minisforum MS-R1 (as tested by Jeff Geerling):

◌

No published image classification results for Minisforum MS-R1 (as tested by Jeff Geerling) 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 not published
not published
Rockchip rknn_model_zoo README benchmark table
2026-10-13 (page last edited)

Minisforum MS-R1 (as tested by Jeff Geerling):

◌

No published semantic segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) 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

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No published speech-to-text results for Minisforum MS-R1 (as tested by Jeff Geerling) 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 Minisforum MS-R1 (as tested by Jeff Geerling) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Minisforum MS-R1 (as tested by Jeff Geerling)34.52 tok/s
generation_throughput · b=1
llama3.1:8b
Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM 5–14B
Cunknown power not published
not published
Jeff Geerling ai-benchmarks issue results (comments)
2025-11-10 (page last edited)

Rockchip RK1808 (NPU):

◌

No published LLM generation results for Rockchip RK1808 (NPU) or Minisforum MS-R1 (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