Which board is best for instance segmentation under $300?
Hailo-8 (M.2/PCIe, x86 host): 528 FPS (yolov8n_seg, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 311 FPS; Hailo-8L (M.2/PCIe, x86 host) 168 FPS. Like-for-like group: nano (YOLO-n), batch 1.
| # | Platform | Result | Perf/W | Price | Grade · date | Source |
|---|---|---|---|---|---|---|
| 1 | Hailo-8 (M.2/PCIe, x86 host) | 528 FPS yolov8n_seg · INT8 (Hailo quantized) | 211 spec | unknown | D undated | Hailo Model Zoo public models (Hailo-8) |
| 2 | Hailo-10H (M.2/PCIe, x86 host) | 311 FPS yolov8n_seg · INT8 (Hailo quantized) | 124 spec | unknown | D undated | Hailo Model Zoo public models (Hailo-10H) |
| 3 | Hailo-8L (M.2/PCIe, x86 host) | 168 FPS yolov8n_seg · INT8 (Hailo quantized) | 112 spec | unknown | D undated | Hailo Model Zoo public models (Hailo-8L) |
| 4 | Apple M4 (10-core GPU, 120 GB/s) | 196 FPS YOLO26n-seg · FP16 | unknown | unknown | B 2026 (year only) | Ultralytics docs: Apple Core AI integration benchmark |
| 5 | Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) | 14.13 FPS yolov8n-seg · INT8 (VNNX) | unknown | unknown | D undated | Microchip VectorBlox SDK tutorial metrics |
Filters: task=instance segmentation, budget=300. Ranking: boards that meet every known target, then headroom and perf/W; unknown power or price is not penalised. Open in /find · JSON
Sources
- https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8
- https://github.com/hailo-ai/hailo_model_zoo/tree/v5.4.0/docs/public_models/HAILO10H
- https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8L
- https://docs.ultralytics.com/integrations/coreai/
- https://github.com/Microchip-Vectorblox/VectorBlox-SDK/blob/master/docs/tutorial_metrics_appendix.md
Generated 2026-10-16 from HWBench data only. All answers · Submit a result
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.