AMD Ryzen AI processor (SKU not stated) vs Hailo-10H (M.2/PCIe, x86 host)
No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.
| AMD Ryzen AI processor (SKU not stated) | Hailo-10H (M.2/PCIe, x86 host) | |
|---|---|---|
| Best object detection | 144 FPS D 2025 (year only) | 375 FPS D undated |
| Power | n/a | 2.50 W spec |
| Perf / W | n/a | 150 FPS/W spec |
| Price | n/a | n/a |
| Workloads with data | 1 of 7 | 5 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
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 375 FPS throughput · b=1 | yolov8n INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · nano (YOLO-n) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) undated |
| AMD Ryzen AI processor (SKU not stated) MIXED: model-size class unknown vs nano (YOLO-n) | 144 FPS latency · b=1 | Yolo face v8n-v2 (AMD custom single-class YOLO) A8W8 (Quark) · ONNX Runtime + Vitis AI EP (Ryzen AI SW) · unknown | D | unknown power n/a no power published | AMD technical article: AI inference acceleration on Ryzen AI with Quark (Table 5) 2025 (year only) |
No shared like-for-like group exists for this pair.
instance segmentation
Only Hailo-10H (M.2/PCIe, x86 host) has published instance segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 66.70 FPS throughput · b=1 | yolov8m_seg INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) undated |
AMD Ryzen AI processor (SKU not stated):
No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published pose estimation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 79.20 FPS throughput · b=1 | yolov8m_pose INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · medium (YOLO-m) | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) undated |
AMD Ryzen AI processor (SKU not stated):
No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published image classification results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 2798 FPS throughput · b=1 | mobilenet_v2_1.0 INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) undated |
AMD Ryzen AI processor (SKU not stated):
No published image classification results for AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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 Hailo-10H (M.2/PCIe, x86 host) has published semantic segmentation results.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 667 FPS throughput · b=1 | unet_mobilenet_v2 INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mobile-class CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) undated |
AMD Ryzen AI processor (SKU not stated):
No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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
No published speech-to-text results for AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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 AMD Ryzen AI processor (SKU not stated) or Hailo-10H (M.2/PCIe, x86 host) 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
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.