HWBenchedge-AI hardware data, cited & graded

Which board is best for semantic segmentation under 5 W?

Hailo-10H (M.2/PCIe, x86 host): 667 FPS (unet_mobilenet_v2, INT8 (Hailo quantized); grade D; undated). Next: Hailo-8 (M.2/PCIe, x86 host) 662 FPS; Qualcomm Snapdragon X2 Elite (CRD) 609 FPS. Like-for-like group: mobile-class CNN, batch 1.

Top results
#PlatformResultPerf/WPriceGrade · dateSource
1Hailo-10H (M.2/PCIe, x86 host)667 FPS
unet_mobilenet_v2 · INT8 (Hailo quantized)
267 specunknownD undatedHailo Model Zoo public models (Hailo-10H)
2Hailo-8 (M.2/PCIe, x86 host)662 FPS
unet_mobilenet_v2 · INT8 (Hailo quantized)
265 specunknownD undatedHailo Model Zoo public models (Hailo-8)
3Qualcomm Snapdragon X2 Elite (CRD)609 FPS
deeplabv3_plus_mobilenet · w8a8
unknownunknownD 2026 (year only)Qualcomm AI Hub Models perf.yaml (BSD-3)
4Qualcomm Snapdragon X Elite (CRD)274 FPS
deeplabv3_plus_mobilenet · w8a8
unknownunknownD 2026 (year only)Qualcomm AI Hub Models perf.yaml (BSD-3)
5Qualcomm Dragonwing IQ-9075 EVK270 FPS
deeplabv3_plus_mobilenet · w8a8
unknownunknownD 2026 (year only)Qualcomm AI Hub Models perf.yaml (BSD-3)

Filters: task=semantic segmentation, power=5. Ranking: boards that meet every known target, then headroom and perf/W; unknown power or price is not penalised. Open in /find · JSON

Sources

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.