HWBench

Intel Arc A-Series Graphics vs Minisforum MS-R1 (as tested by Jeff Geerling)

Intel Arc A770 graphics card, front view
Intel Arc A770 16 GB graphics card (one A-Series SKU; the benchmark rows do not state the SKU). Photo: Telaneo, CC0, via Wikimedia Commons.

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

Intel Arc A-Series GraphicsMinisforum MS-R1 (as tested by Jeff Geerling)
Best object detection595 FPS D
2026-10-01 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 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 Intel Arc A-Series Graphics has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Intel Arc A-Series Graphics111 FPS
throughput (OpenVINO benchmark_app) · b=unknown
ssd-resnet34-1200
INT8 · OpenVINO 2026.4.1 · mid-size CNN
Dunknown power not published
not published
OpenVINO official performance benchmarks (graph-data-ov.json)
2026-10-01 (published)

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

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No published object detection results for Minisforum MS-R1 (as tested by Jeff Geerling) or Intel Arc A-Series Graphics yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

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No published instance segmentation results for Intel Arc A-Series Graphics 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.

pose estimation

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No published pose estimation results for Intel Arc A-Series Graphics 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.

image classification

Only Intel Arc A-Series Graphics has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Intel Arc A-Series Graphics2309 FPS
throughput (OpenVINO benchmark_app) · b=unknown
mobilenet-v2
INT8 · OpenVINO 2026.4.1 · mobile-class CNN
Dunknown power not published
not published
OpenVINO official performance benchmarks (graph-data-ov.json)
2026-10-01 (published)

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

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No published image classification results for Minisforum MS-R1 (as tested by Jeff Geerling) or Intel Arc A-Series Graphics yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for Intel Arc A-Series Graphics 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.

speech-to-text

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No published speech-to-text results for Intel Arc A-Series Graphics 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)

Intel Arc A-Series Graphics:

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No published LLM generation results for Intel Arc A-Series Graphics 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