{
 "query": {
  "task": "object detection",
  "batch": "8"
 },
 "task": "object detection",
 "size_class": "nano (YOLO-n)",
 "batch": "8",
 "mixed": false,
 "mixed_warning": null,
 "groups": [
  {
   "size": "nano (YOLO-n)",
   "batch": "1",
   "platforms": 27,
   "rows": 193
  },
  {
   "size": "small (YOLO-s)",
   "batch": "1",
   "platforms": 22,
   "rows": 126
  },
  {
   "size": "medium (YOLO-m)",
   "batch": "1",
   "platforms": 20,
   "rows": 83
  },
  {
   "size": "mobile-class CNN",
   "batch": "1",
   "platforms": 8,
   "rows": 45
  },
  {
   "size": "large (YOLO-l)",
   "batch": "1",
   "platforms": 6,
   "rows": 28
  },
  {
   "size": "xlarge (YOLO-x)",
   "batch": "1",
   "platforms": 6,
   "rows": 19
  },
  {
   "size": "medium (YOLO-m)",
   "batch": "8",
   "platforms": 4,
   "rows": 22
  },
  {
   "size": "nano (YOLO-n)",
   "batch": "8",
   "platforms": 3,
   "rows": 9
  },
  {
   "size": "small (YOLO-s)",
   "batch": "8",
   "platforms": 3,
   "rows": 24
  },
  {
   "size": "mid-size CNN",
   "batch": "1",
   "platforms": 3,
   "rows": 10
  },
  {
   "size": "medium (YOLO-m)",
   "batch": "14",
   "platforms": 2,
   "rows": 5
  },
  {
   "size": "small (YOLO-s)",
   "batch": "14",
   "platforms": 2,
   "rows": 3
  },
  {
   "size": "large (YOLO-l)",
   "batch": "14",
   "platforms": 1,
   "rows": 2
  },
  {
   "size": "mid-size CNN",
   "batch": "unknown",
   "platforms": 34,
   "rows": 125
  },
  {
   "size": "medium (YOLO-m)",
   "batch": "unknown",
   "platforms": 6,
   "rows": 11
  },
  {
   "size": "mobile-class CNN",
   "batch": "unknown",
   "platforms": 6,
   "rows": 30
  },
  {
   "size": "small (YOLO-s)",
   "batch": "unknown",
   "platforms": 4,
   "rows": 8
  },
  {
   "size": "unknown",
   "batch": "1",
   "platforms": 20,
   "rows": 394
  },
  {
   "size": "unknown",
   "batch": "14",
   "platforms": 2,
   "rows": 5
  },
  {
   "size": "unknown",
   "batch": "unknown",
   "platforms": 37,
   "rows": 382
  }
 ],
 "notes": [],
 "count": 3,
 "results": [
  {
   "platform": "Hailo-8 (M.2/PCIe, x86 host)",
   "platform_url": "/platform/hailo-8-m-2-pcie-x86-host.html",
   "perf": 1036,
   "perf_unit": "FPS",
   "metric": "throughput",
   "model": "yolov8n",
   "precision": "INT8 (Hailo quantized)",
   "stack": "Hailo DFC v2.20.0 / HailoRT (model zoo)",
   "size_class": "nano (YOLO-n)",
   "batch": "8",
   "like_for_like": true,
   "differs": [],
   "confidence": "D",
   "confidence_label": "D – vendor-published",
   "power_w": 2.5,
   "power_label": "reported in result source — spec",
   "power_kind": "spec",
   "perf_per_w": 414.4,
   "date": "2026-10-15 (page last edited)",
   "older_than_18_months": false,
   "superseded": false,
   "power_basis": "chip typical (vendor spec)",
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "page-edited",
   "form_factor": "AI accelerator (M.2)",
   "vendor": "Hailo",
   "source": {
    "name": "Hailo Model Zoo public models (Hailo-8)",
    "url": "https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8",
    "date": null
   },
   "power_source": "https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8",
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "eligible": true,
   "headroom": null,
   "rank_score": 1,
   "unknown_badges": [
    "price unknown"
   ],
   "evidence_tier": 0
  },
  {
   "platform": "Hailo-8L (M.2/PCIe, x86 host)",
   "platform_url": "/platform/hailo-8l-m-2-pcie-x86-host.html",
   "perf": 437,
   "perf_unit": "FPS",
   "metric": "throughput",
   "model": "yolov8n",
   "precision": "INT8 (Hailo quantized)",
   "stack": "Hailo DFC v2.20.0 / HailoRT (model zoo)",
   "size_class": "nano (YOLO-n)",
   "batch": "8",
   "like_for_like": true,
   "differs": [],
   "confidence": "D",
   "confidence_label": "D – vendor-published",
   "power_w": 1.5,
   "power_label": "reported in result source — spec",
   "power_kind": "spec",
   "perf_per_w": 291.3,
   "date": "2026-10-15 (page last edited)",
   "older_than_18_months": false,
   "superseded": false,
   "power_basis": "chip typical (vendor spec)",
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "page-edited",
   "form_factor": "AI accelerator (M.2)",
   "vendor": "Hailo",
   "source": {
    "name": "Hailo Model Zoo public models (Hailo-8L)",
    "url": "https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8L",
    "date": null
   },
   "power_source": "https://github.com/hailo-ai/hailo_model_zoo/tree/v2.20.0/docs/public_models/HAILO8L",
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "eligible": true,
   "headroom": null,
   "rank_score": 0.5624,
   "unknown_badges": [
    "price unknown"
   ],
   "evidence_tier": 0
  },
  {
   "platform": "Hailo-10H (M.2/PCIe, x86 host)",
   "platform_url": "/platform/hailo-10h-m-2-pcie-x86-host.html",
   "perf": 370,
   "perf_unit": "FPS",
   "metric": "throughput",
   "model": "yolov8n",
   "precision": "INT8 (Hailo quantized)",
   "stack": "Hailo DFC v5.4.0 / HailoRT (model zoo)",
   "size_class": "nano (YOLO-n)",
   "batch": "8",
   "like_for_like": true,
   "differs": [],
   "confidence": "D",
   "confidence_label": "D – vendor-published",
   "power_w": 2.5,
   "power_label": "reported in result source — spec",
   "power_kind": "spec",
   "perf_per_w": 148,
   "date": "2026-09-03 (page last edited)",
   "older_than_18_months": false,
   "superseded": false,
   "power_basis": "module typical (vendor spec)",
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "page-edited",
   "form_factor": "AI accelerator (M.2)",
   "vendor": "Hailo",
   "source": {
    "name": "Hailo Model Zoo public models (Hailo-10H)",
    "url": "https://github.com/hailo-ai/hailo_model_zoo/tree/v5.4.0/docs/public_models/HAILO10H",
    "date": null
   },
   "power_source": "https://github.com/hailo-ai/hailo_model_zoo/tree/v5.4.0/docs/public_models/HAILO10H",
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "eligible": true,
   "headroom": null,
   "rank_score": 0.3571,
   "unknown_badges": [
    "price unknown"
   ],
   "evidence_tier": 0
  }
 ],
 "no_data": null,
 "legend": "Confidence: A audited MLPerf closed, B documented third-party, C community, D vendor-published, E estimate. Unknown is never assumed."
}