HWBench

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) vs Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) is faster in all 3 like-for-like comparisons (largest gap: object detection, 15.24×).

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)
Best object detection476 FPS B
2026-10-04 (page last edited)
66.21 FPS D
2026-09-11 (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)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)66.21 FPS
inference_time · b=1
yolov5n_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (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)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)30.35 FPS
inference_time · b=1
yolov9s_70s_15p_512x288
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · small (YOLO-s)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (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)
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)6.02 FPS
inference_time · b=1
yolov5m.relu
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · medium (YOLO-m)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)

instance segmentation

Only Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)14.13 FPS
inference_time · b=1
yolov8n-seg
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (page last edited)

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

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No published instance segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)64.49 FPS
inference_time · b=1
yolov8n_pose_50s_25p_512x288_split
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · nano (YOLO-n)
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)68.35 FPS
inference_time · b=1
resnet18_86s_07p
INT8 (VNNX) · VectorBlox SDK (VNNX), unstructured compression · mid-size CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox)3.88 FPS
inference_time · b=1
deeplabv3
INT8 (VNNX) · VectorBlox SDK (VNNX), no compression · mid-size CNN
Dunknown power n/a
no power published
Microchip VectorBlox SDK tutorial metrics
2026-09-11 (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 Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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 AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) or Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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)

Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox):

◌

No published LLM generation results for Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) 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.