HWBenchedge-AI hardware data, cited & graded

Qualcomm Dragonwing IQ-9075 EVK vs TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)

Qualcommedge SoC dev kit · no photo yet
No licensed photo available — placeholder drawing.
GATEOverflowmini-PC · no photo yet
No licensed photo available — placeholder drawing.

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

Qualcomm Dragonwing IQ-9075 EVKTRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU)
Best image classification1965 FPS D
2026 (year only)
2798 FPS B
2025 (year only)
Powern/a30.72 W measured
Perf / Wn/a91.08 FPS/W measured
Pricen/an/a
Workloads with data6 of 71 of 7

Best published image classification result per platform. n/a = not published; never estimated.

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

object detection

Only Qualcomm Dragonwing IQ-9075 EVK has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK674 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published object detection results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or Qualcomm Dragonwing IQ-9075 EVK 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 Qualcomm Dragonwing IQ-9075 EVK has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK568 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published instance segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or Qualcomm Dragonwing IQ-9075 EVK 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 Qualcomm Dragonwing IQ-9075 EVK has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK864 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published pose estimation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or Qualcomm Dragonwing IQ-9075 EVK yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

⚠ MIXED COMPARISON — not like-for-like. Baseline mobile-class CNN at batch 1. Differs: batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK1965 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)
TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) CPU-only
MIXED: batch unknown vs 1
2798 FPS
throughput_offline · b=unknown
MLPerf resnet (open) / mobilenet-v1-precision_float-0.25-128
FP32 · MLPerf tflite vmaster (ctuning_cpp_tflite-cpu-tflite_vmaster-default_config) · mobile-class CNN
B30.72 W measured
reported in result source — measured
MLPerf Inference v5.0 (open) ID 5.0-5441
2025 (year only)

No shared like-for-like group exists for this pair.

semantic segmentation

Only Qualcomm Dragonwing IQ-9075 EVK has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK270 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published semantic segmentation results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or Qualcomm Dragonwing IQ-9075 EVK 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

Only Qualcomm Dragonwing IQ-9075 EVK has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing IQ-9075 EVK196 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub qnn_context_binary (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU):

◌

No published speech-to-text results for TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) or Qualcomm Dragonwing IQ-9075 EVK yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

◌

No published LLM generation results for Qualcomm Dragonwing IQ-9075 EVK or TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) 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.