{ "query": { "task": "object detection", "model_key": "yolov8l" }, "task": "object detection", "size_class": "by model", "batch": "per group", "mixed": false, "mixed_warning": null, "groups": [ { "size": "large (YOLO-l)", "batch": "1", "platforms": 2, "rows": 2 }, { "size": "large (YOLO-l)", "batch": "unknown", "platforms": 1, "rows": 1 } ], "rank_groups": [ { "model_key": "yolov8l", "label": "YOLOv8l", "platforms": 3, "platforms_with_power": 3 } ], "reference": { "model_key": "yolov8l", "label": "YOLOv8l", "rows": 3, "platforms_with_power": 3, "platforms": 3 }, "excluded_count": 0, "efficiency_excluded_count": 0, "notes": [ "edge hardware only", "model_key \"yolov8l\"" ], "count": 3, "results": [ { "platform": "DEEPX DX-M1 M.2 LPDDR5x2 module", "platform_url": "/platform/deepx-dx-m1-m-2-lpddr5x2-module.html", "perf": 93, "perf_unit": "FPS", "metric": "throughput", "model": "YOLOv8l", "precision": "IQ8 (INT8)", "stack": "DXNN SDK (Pro compilation)", "size_class": "large (YOLO-l)", "batch": "unknown", "like_for_like": true, "differs": [], "confidence": "D", "confidence_label": "D – vendor-published", "power_w": 3.6, "power_label": "reported in result source — Basis not stated, Accelerator only, host not included", "power_kind": "Basis not stated, Accelerator only, host not included", "model_key": "yolov8l", "pb": { "tag": "Basis not stated", "measured": false, "vendorMeasured": false, "typical": false, "scope": "Accelerator only, host not included", "rmax": false, "rmin": false }, "power_scope": "accelerator-only", "power_is_range_max": false, "power_is_range_min": false, "is_partial": "false", "partial_note": null, "rank_default": true, "fpsw_outlier": false, "fpsw_note": null, "rank_note": null, "rank_fps": true, "rank_fpsw": true, "fpsw_ratio_median": 2.23, "power_basis": "vendor-stated NPU power for this model (column \"NPU Power (W)\"; method/operating point not stated; PCIe + LPDDR excluded)", "power_note": "vendor-stated-per-model", "power_range": null, "power_src_url": "https://deepx.org/products/ai-modules/", "perf_per_w": 25.83, "date": "undated", "older_than_18_months": false, "superseded": false, "price_usd": null, "price_label": "unknown", "price_date": null, "price_launch_usd": null, "edge": true, "date_basis": "unknown", "form_factor": "AI accelerator (M.2)", "vendor": "DEEPX", "source": { "name": "DEEPX AI Modules page, DX-M1 M.2 LPDDR5x2 \"AI Performance\" table (retrieved 2026-10-17)", "url": "https://deepx.org/products/ai-modules/", "date": null, "doc": "DEEPX AI Modules page, DX-M1 M.2 LPDDR5x2 \"AI Performance\" table (retrieved 2026-10-17)", "version": "page as retrieved 2026-10-17", "vendor_page": "https://deepx.org/products/ai-modules/" }, "power_source": "https://deepx.org/products/ai-modules/", "price_source": null, "fit": { "perf": null, "power": null, "budget": null }, "meets_all": true, "unknowns": 0, "no_power": false, "group": "yolov8l", "excluded_reason": null, "excluded": false, "fits": true, "speed_eligible": true, "eff_ok": true, "soft_reason": null, "eligible": true, "headroom": null, "unknown_badges": [ "price unknown" ], "group_size": 3, "group_rank": 1 }, { "platform": "Axelera Metis Edge 130p PCIe card", "platform_url": "/platform/axelera-metis-edge-130p-pcie-card.html", "perf": 174, "perf_unit": "FPS", "metric": "throughput", "model": "YOLOv8l", "precision": "INT8", "stack": "Voyager SDK (GStreamer pipeline)", "size_class": "large (YOLO-l)", "batch": "1", "like_for_like": true, "differs": [], "confidence": "C", "confidence_label": "C – community/review", "power_w": 15, "power_label": "reported in result source — Board TDP, Module, max of range 8-15 W", "power_kind": "Board TDP, Module, max of range 8-15 W", "model_key": "yolov8l", "pb": { "tag": "Board TDP", "measured": false, "vendorMeasured": false, "typical": false, "scope": "Module", "rmax": true, "rmin": false }, "power_scope": "module", "power_is_range_max": true, "power_is_range_min": false, "is_partial": "false", "partial_note": null, "rank_default": true, "fpsw_outlier": false, "fpsw_note": null, "rank_note": null, "rank_fps": true, "rank_fpsw": true, "fpsw_ratio_median": 1, "power_basis": "platform spec: datasheet typical 8-15 W; power_w = max; host excluded", "power_note": "Board TDP", "power_range": "8-15 W", "power_src_url": "https://docs.axelera.ai/assets/files/axelera-metis-pcie-1-aipu-ai-accelerator-card-datasheet-7b542522b34d3c5edbd07c1833909fd3.pdf", "perf_per_w": 11.6, "date": "2026-10-15 (page last edited)", "older_than_18_months": false, "superseded": false, "price_usd": null, "price_label": "unknown", "price_date": null, "price_launch_usd": null, "edge": true, "date_basis": "page-edited", "form_factor": "edge accelerator card", "vendor": "Axelera AI", "source": { "name": "Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)", "url": "https://github.com/axelera-ai-hub/voyager-sdk/blob/latest/docs/reference/models/model-zoo.md", "date": null, "doc": null, "version": "Voyager SDK 1.9.0 (model-zoo.md @ f184b09)", "vendor_page": null }, "power_source": "https://github.com/axelera-ai-hub/voyager-sdk/blob/latest/docs/reference/models/model-zoo.md", "price_source": null, "fit": { "perf": null, "power": null, "budget": null }, "meets_all": true, "unknowns": 0, "no_power": false, "group": "yolov8l", "excluded_reason": null, "excluded": false, "fits": true, "speed_eligible": true, "eff_ok": true, "soft_reason": null, "eligible": true, "headroom": null, "unknown_badges": [ "price unknown" ], "group_size": 3, "group_rank": 2 }, { "platform": "Axelera Metis Embedded 113m M.2 card", "platform_url": "/platform/axelera-metis-embedded-113m-m-2-card.html", "perf": 96, "perf_unit": "FPS", "metric": "throughput", "model": "YOLOv8l", "precision": "INT8", "stack": "Voyager SDK (GStreamer pipeline)", "size_class": "large (YOLO-l)", "batch": "1", "like_for_like": true, "differs": [], "confidence": "C", "confidence_label": "C – community/review", "power_w": 9, "power_label": "reported in result source — Module TDP, Module, max of range 3.5-9 W", "power_kind": "Module TDP, Module, max of range 3.5-9 W", "model_key": "yolov8l", "pb": { "tag": "Module TDP", "measured": false, "vendorMeasured": false, "typical": false, "scope": "Module", "rmax": true, "rmin": false }, "power_scope": "module", "power_is_range_max": true, "power_is_range_min": false, "is_partial": "false", "partial_note": null, "rank_default": true, "fpsw_outlier": false, "fpsw_note": null, "rank_note": null, "rank_fps": true, "rank_fpsw": true, "fpsw_ratio_median": 0.92, "power_basis": "platform spec: brochure typical application power 3.5-9 W; power_w = max; host excluded", "power_note": "Module TDP", "power_range": "3.5-9 W", "power_src_url": "https://axelera.ai/hubfs/Product%20Brochure/Axelera%20Embedded%20113m.pdf", "perf_per_w": 10.67, "date": "2026-10-15 (page last edited)", "older_than_18_months": false, "superseded": false, "price_usd": null, "price_label": "unknown", "price_date": null, "price_launch_usd": null, "edge": true, "date_basis": "page-edited", "form_factor": "edge accelerator card", "vendor": "Axelera AI", "source": { "name": "Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)", "url": "https://github.com/axelera-ai-hub/voyager-sdk/blob/latest/docs/reference/models/model-zoo.md", "date": null, "doc": null, "version": "Voyager SDK 1.9.0 (model-zoo.md @ f184b09)", "vendor_page": null }, "power_source": "https://github.com/axelera-ai-hub/voyager-sdk/blob/latest/docs/reference/models/model-zoo.md", "price_source": null, "fit": { "perf": null, "power": null, "budget": null }, "meets_all": true, "unknowns": 0, "no_power": false, "group": "yolov8l", "excluded_reason": null, "excluded": false, "fits": true, "speed_eligible": true, "eff_ok": true, "soft_reason": null, "eligible": true, "headroom": null, "unknown_badges": [ "price unknown" ], "group_size": 3, "group_rank": 3 } ], "no_data": null, "legend": "Confidence: A audited MLPerf closed, B documented third-party, C community, D vendor-published, E estimate. Unknown is never assumed." }