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Task object detection · model-size class nano (YOLO-n) · batch 8 · 3 platforms

✓ Like-for-like: same model (yolov8n), precision (INT8 (Hailo quantized)), model-size class and batch.
PlatformResultModel · precision · stackGrade · datePowerPriceSource
Hailo-8 (M.2/PCIe, x86 host)1036 FPS
throughput b=8
yolov8n
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo)
D 2026-10-15 (page last edited)2.50 W
reported in result source — spec
unknownHailo Model Zoo public models (Hailo-8)
Hailo-8L (M.2/PCIe, x86 host)437 FPS
throughput b=8
yolov8n
INT8 (Hailo quantized) · Hailo DFC v2.20.0 / HailoRT (model zoo)
D 2026-10-15 (page last edited)1.50 W
reported in result source — spec
unknownHailo Model Zoo public models (Hailo-8L)
Hailo-10H (M.2/PCIe, x86 host)370 FPS
throughput b=8
yolov8n
INT8 (Hailo quantized) · Hailo DFC v5.4.0 / HailoRT (model zoo)
D 2026-09-03 (page last edited)2.50 W
reported in result source — spec
unknownHailo Model Zoo public models (Hailo-10H)

Confidence: A audited MLPerf closed, B documented third-party, C community, D vendor-published, E estimate. Unknown is never assumed. Other like-for-like groups: nano (YOLO-n), batch 1 (27); small (YOLO-s), batch 1 (22); medium (YOLO-m), batch 1 (20); mobile-class CNN, batch 1 (8); large (YOLO-l), batch 1 (6); xlarge (YOLO-x), batch 1 (6); medium (YOLO-m), batch 8 (4); nano (YOLO-n), batch 8 (3); small (YOLO-s), batch 8 (3); mid-size CNN, batch 1 (3); medium (YOLO-m), batch 14 (2); small (YOLO-s), batch 14 (2); large (YOLO-l), batch 14 (1); mid-size CNN, batch not stated (34); medium (YOLO-m), batch not stated (6); mobile-class CNN, batch not stated (6); small (YOLO-s), batch not stated (4); unknown, batch 1 (20); unknown, batch 14 (2); unknown, batch not stated (37)