HWBenchedge-AI hardware data, cited & graded

Which board is fastest for image classification under 10 W?

Qualcomm Snapdragon X2 Elite (CRD): 3953 FPS (mobilenet_v2, w8a16; grade D; 2026 (year only)). Next: Hailo-10H (M.2/PCIe, x86 host) 2798 FPS; Hailo-8 (M.2/PCIe, x86 host) 2597 FPS. Like-for-like group: mobile-class CNN, batch 1.

Top results
#PlatformResultPerf/WPriceGrade · dateSource
1Qualcomm Snapdragon X2 Elite (CRD)3953 FPS
mobilenet_v2 · w8a16
unknownunknownD 2026 (year only)Qualcomm AI Hub Models perf.yaml (BSD-3)
2Hailo-10H (M.2/PCIe, x86 host)2798 FPS
mobilenet_v2_1.0 · INT8 (Hailo quantized)
1119 specunknownD undatedHailo Model Zoo public models (Hailo-10H)
3Hailo-8 (M.2/PCIe, x86 host)2597 FPS
mobilenet_v2_1.0 · INT8 (Hailo quantized)
1039 specunknownD undatedHailo Model Zoo public models (Hailo-8)
4Hailo-8L (M.2/PCIe, x86 host)1738 FPS
mobilenet_v2_1.0 · INT8 (Hailo quantized)
1159 specunknownD undatedHailo Model Zoo public models (Hailo-8L)
5Qualcomm Snapdragon X Elite (CRD)2203 FPS
mobilenet_v2 · w8a8
unknownunknownD 2026 (year only)Qualcomm AI Hub Models perf.yaml (BSD-3)

Filters: task=image classification, power=10. 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.