Hailo-10H (M.2/PCIe, x86 host) vs Raspberry Pi 5 + AI HAT+ (Hailo-8)
Hailo-10H (M.2/PCIe, x86 host) is faster in all 2 like-for-like comparisons (largest gap: object detection, 8.14×).
| Hailo-10H (M.2/PCIe, x86 host) | Raspberry Pi 5 + AI HAT+ (Hailo-8) | |
|---|---|---|
| Best object detection | 375 FPS D 2026-09-03 (page last edited) | 76.99 FPS C 2025-12-16 (page last edited) |
| Power | 2.50 W spec | n/a |
| Perf / W | 150 FPS/W spec | n/a |
| Price | n/a | n/a |
| Workloads with data | 5 of 7 | 3 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
| 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) 2026-09-03 (page last edited) |
| Raspberry Pi 5 + AI HAT+ (Hailo-8) | 46.08 FPS inference_time · b=1 | YOLO26n INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n) | B | unknown power n/a no power published | Ultralytics documentation: Hailo integration benchmark 2026-10-11 (page last edited) |
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Hailo-10H (M.2/PCIe, x86 host) | 208 FPS throughput · b=8 | yolov5m_wo_spp 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) 2026-09-03 (page last edited) |
| Raspberry Pi 5 + AI HAT+ (Hailo-8) | 76.99 FPS FPS per stream, 1 stream(s) · b=8 | yolov8m INT8 · Hailo TAPPAS multi_stream_detection, HailoRT 4.19 · medium (YOLO-m) | C | unknown power n/a no power published | Seeed Studio wiki: multistream inference on RPi5 + Hailo-8 2025-12-16 (page last edited) |
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) 2026-09-03 (page last edited) |
Raspberry Pi 5 + AI HAT+ (Hailo-8):
No published instance segmentation results for Raspberry Pi 5 + AI HAT+ (Hailo-8) 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) | 2034 FPS throughput · b=1 | mspn_regnetx_800mf INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo) · mid-size CNN | D | 2.50 W spec reported in result source — spec | Hailo Model Zoo public models (Hailo-10H) 2026-09-03 (page last edited) |
Raspberry Pi 5 + AI HAT+ (Hailo-8):
No published pose estimation results for Raspberry Pi 5 + AI HAT+ (Hailo-8) 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
| 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) 2026-09-03 (page last edited) |
| Raspberry Pi 5 + AI HAT+ (Hailo-8) MIXED: model-size class nano (YOLO-n) vs mobile-class CNN | 500 FPS inference_time · b=1 | YOLO26n-cls INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n) | B | unknown power n/a no power published | Ultralytics documentation: Hailo integration benchmark 2026-10-11 (page last edited) |
No shared like-for-like group exists for this pair.
semantic segmentation
| 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) 2026-09-03 (page last edited) |
| Raspberry Pi 5 + AI HAT+ (Hailo-8) MIXED: model-size class nano (YOLO-n) vs mobile-class CNN | 28.74 FPS inference_time · b=1 | YOLO26n-sem INT8 · Ultralytics Hailo HEF / HailoRT · nano (YOLO-n) | B | unknown power n/a no power published | Ultralytics documentation: Hailo integration benchmark 2026-10-11 (page last edited) |
No shared like-for-like group exists for this pair.
speech-to-text
No published speech-to-text results for Hailo-10H (M.2/PCIe, x86 host) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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 Hailo-10H (M.2/PCIe, x86 host) or Raspberry Pi 5 + AI HAT+ (Hailo-8) 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.