HWBench

MemryX MX3 M.2 module vs Minisforum MS-R1 (as tested by Jeff Geerling)

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

MemryX MX3 M.2 moduleMinisforum MS-R1 (as tested by Jeff Geerling)
Best object detection8519 FPS C
2026-07-15 (published)
n/a
Power10.00 W Module TDP, Modulen/a
Perf / W852 FPS/W Module TDP, Modulen/a
Pricen/an/a
Workloads with data5 of 71 of 7

Best published object detection result per platform. n/a = not published; never estimated.

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

object detection

Only MemryX MX3 M.2 module has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2391 FPS
throughput · b=1
MediaPipe-object-Detection-3d-camera
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mobile-class CNN
C10.00 W Module TDP, Module
reported in result source — Module TDP, Module
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published object detection results for Minisforum MS-R1 (as tested by Jeff Geerling) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module1023 FPS
throughput · b=1
YOLO26-nano-seg
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · unknown
C10.00 W Module TDP, Module
reported in result source — Module TDP, Module
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published instance segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2721 FPS
throughput · b=1
MoveNet.SinglePose.Lightning
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mobile-class CNN
C10.00 W Module TDP, Module
reported in result source — Module TDP, Module
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published pose estimation results for Minisforum MS-R1 (as tested by Jeff Geerling) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module2317 FPS
throughput · b=1
ResNet-50 (MXA-Optimized)
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mid-size CNN
C10.00 W Module TDP, Module
reported in result source — Module TDP, Module
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published image classification results for Minisforum MS-R1 (as tested by Jeff Geerling) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
MemryX MX3 M.2 module1998 FPS
throughput · b=1
Deeplab-v3
not stated (MX3 activations BF16 / weights 4-8-16 bit per vendor) · MemryX SDK 2.2 (closed-loop compiled DFP) · mid-size CNN
C10.00 W Module TDP, Module
reported in result source — Module TDP, Module
MemryX Model Explorer (SDK 2.2)
2026-07-15 (published)

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

◌

No published semantic segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) or MemryX MX3 M.2 module 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 MemryX MX3 M.2 module 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.

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)

MemryX MX3 M.2 module:

◌

No published LLM generation results for MemryX MX3 M.2 module 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