Minisforum MS-R1 (as tested by Jeff Geerling) vs Qualcomm Dragonwing IQ-9075 EVK
No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.
| Minisforum MS-R1 (as tested by Jeff Geerling) | Qualcomm Dragonwing IQ-9075 EVK | |
|---|---|---|
| Best LLM generation | 71.36 tok/s C 2025-11-10 (page last edited) | n/a |
| Power | n/a | n/a |
| Perf / W | n/a | n/a |
| Price | n/a | n/a |
| Workloads with data | 1 of 7 | 6 of 7 |
Best published LLM generation 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.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 674 FPS inference_time · b=1 | yolov8_det / YOLOv8-Detection w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published object detection results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 568 FPS inference_time · b=1 | yolov8_seg / YOLOv8-Segmentation w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · unknown | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published instance segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 864 FPS inference_time · b=1 | hrnet_pose w8a8 · Qualcomm AI Hub tflite (QAIRT 2.50.0.260828221209) · mid-size CNN | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published pose estimation results for Minisforum MS-R1 (as tested by Jeff Geerling) 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
Only Qualcomm Dragonwing IQ-9075 EVK has published image classification results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 1965 FPS inference_time · b=1 | mobilenet_v2 w8a8 · Qualcomm AI Hub qnn_dlc (QAIRT 2.50.0.260828221209) · mobile-class CNN | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published image classification results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.
semantic segmentation
Only Qualcomm Dragonwing IQ-9075 EVK has published semantic segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 270 FPS inference_time · b=1 | deeplabv3_plus_mobilenet w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published semantic segmentation results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Qualcomm Dragonwing IQ-9075 EVK | 196 FPS inference_time · b=1 | whisper_base / decoder float · Qualcomm AI Hub qnn_context_binary (QAIRT 2.50.0.260828221209) · Whisper base | D | unknown power not published not published | Qualcomm AI Hub Models perf.yaml (BSD-3) 2026-10-07 (published) |
Minisforum MS-R1 (as tested by Jeff Geerling):
No published speech-to-text results for Minisforum MS-R1 (as tested by Jeff Geerling) 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
Only Minisforum MS-R1 (as tested by Jeff Geerling) has published LLM generation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| 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 | C | unknown power not published not published | Jeff Geerling ai-benchmarks issue results (comments) 2025-11-10 (page last edited) |
Qualcomm Dragonwing IQ-9075 EVK:
No published LLM generation results for Qualcomm Dragonwing IQ-9075 EVK 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