HWBench

Qualcomm Dragonwing RB3 Gen 2 (QCS6490) vs Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)

Showing the newest results per platform and source. 11 superseded older results are hidden.Showing all results, including 11 superseded by newer results from the same source.

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 RB3 Gen 2 (QCS6490)Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection276 FPS D
2026-10-07 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data6 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)276 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published object detection results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)240 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published instance segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)291 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published pose estimation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)940 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published image classification results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)71.69 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published semantic segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)42.65 FPS
inference_time · b=1
whisper_small_quantized / decoder
w8a16 · Qualcomm AI Hub voice_ai (QAIRT 2.50.0.260828221209) · Whisper small
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published speech-to-text results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)214 tok/s
generation_throughput · b=1
deepseek-r1:1.5b
Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM ≤4B
C320 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks issue results (comments)
2025-05-06 (page last edited)

Qualcomm Dragonwing RB3 Gen 2 (QCS6490):

◌

No published LLM generation results for Qualcomm Dragonwing RB3 Gen 2 (QCS6490) or Radxa Oryon O6 Mini ITX Board (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.

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 RB3 Gen 2 (QCS6490)Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)
Best object detection276 FPS D
2026-10-07 (published)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data6 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)276 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published object detection results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)240 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published instance segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)291 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published pose estimation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)940 FPS
inference_time · b=1
mobilenet_v2
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published image classification results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Qualcomm Dragonwing RB3 Gen 2 (QCS6490) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)71.69 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published semantic segmentation results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 RB3 Gen 2 (QCS6490) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Dragonwing RB3 Gen 2 (QCS6490)42.65 FPS
inference_time · b=1
whisper_small_quantized / decoder
w8a16 · Qualcomm AI Hub voice_ai (QAIRT 2.50.0.260828221209) · Whisper small
Dunknown power not published
not published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026-10-07 (published)

Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling):

◌

No published speech-to-text results for Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) or Qualcomm Dragonwing RB3 Gen 2 (QCS6490) 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 Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)214 tok/s
generation_throughput · b=1
deepseek-r1:1.5b
Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM ≤4B
C320 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks issue results (comments)
2025-05-06 (page last edited)

Qualcomm Dragonwing RB3 Gen 2 (QCS6490):

◌

No published LLM generation results for Qualcomm Dragonwing RB3 Gen 2 (QCS6490) or Radxa Oryon O6 Mini ITX Board (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