// YOLO models chart --------------------------------------------------------------------------------------------------- const data = { // YOLO12: { // n: { speed: 1.64, mAP: 40.6 }, // s: { speed: 2.61, mAP: 48.0 }, // m: { speed: 4.86, mAP: 52.5 }, // l: { speed: 6.77, mAP: 53.7 }, // x: { speed: 11.79, mAP: 55.2 }, // }, YOLO11: { n: { speed: 1.5, mAP: 39.5 }, s: { speed: 2.5, mAP: 47.0 }, m: { speed: 4.7, mAP: 51.5 }, l: { speed: 6.2, mAP: 53.4 }, x: { speed: 11.3, mAP: 54.7 }, }, YOLOv10: { n: { speed: 1.56, mAP: 39.5 }, s: { speed: 2.66, mAP: 46.7 }, m: { speed: 5.48, mAP: 51.3 }, b: { speed: 6.54, mAP: 52.7 }, l: { speed: 8.33, mAP: 53.3 }, x: { speed: 12.2, mAP: 54.4 }, }, YOLOv9: { t: { speed: 2.3, mAP: 38.3 }, s: { speed: 3.54, mAP: 46.8 }, m: { speed: 6.43, mAP: 51.4 }, c: { speed: 7.16, mAP: 53.0 }, e: { speed: 16.77, mAP: 55.6 }, }, YOLOv8: { n: { speed: 1.47, mAP: 37.3 }, s: { speed: 2.66, mAP: 44.9 }, m: { speed: 5.86, mAP: 50.2 }, l: { speed: 9.06, mAP: 52.9 }, x: { speed: 14.37, mAP: 53.9 }, }, YOLOv7: { l: { speed: 6.84, mAP: 51.4 }, x: { speed: 11.57, mAP: 53.1 } }, "YOLOv6-3.0": { n: { speed: 1.17, mAP: 37.5 }, s: { speed: 2.66, mAP: 45.0 }, m: { speed: 5.28, mAP: 50.0 }, l: { speed: 8.95, mAP: 52.8 }, }, YOLOv5: { n: { speed: 1.12, mAP: 28.0 }, s: { speed: 1.92, mAP: 37.4 }, m: { speed: 4.03, mAP: 45.4 }, l: { speed: 6.61, mAP: 49.0 }, x: { speed: 11.89, mAP: 50.7 }, }, "PP-YOLOE+": { t: { speed: 2.84, mAP: 39.9 }, s: { speed: 2.62, mAP: 43.7 }, m: { speed: 5.56, mAP: 49.8 }, l: { speed: 8.36, mAP: 52.9 }, x: { speed: 14.3, mAP: 54.7 }, }, "DAMO-YOLO": { t: { speed: 2.32, mAP: 42.0 }, s: { speed: 3.45, mAP: 46.0 }, m: { speed: 5.09, mAP: 49.2 }, l: { speed: 7.18, mAP: 50.8 }, }, YOLOX: { s: { speed: 2.56, mAP: 40.5 }, m: { speed: 5.43, mAP: 46.9 }, l: { speed: 9.04, mAP: 49.7 }, x: { speed: 16.1, mAP: 51.1 }, }, RTDETRv2: { s: { speed: 5.03, mAP: 48.1 }, m: { speed: 7.51, mAP: 51.9 }, l: { speed: 9.76, mAP: 53.4 }, x: { speed: 15.03, mAP: 54.3 }, }, EfficientDet: { d0: { speed: 3.92, mAP: 34.6 }, d1: { speed: 7.31, mAP: 40.5 }, d2: { speed: 10.92, mAP: 43.0 }, d3: { speed: 19.59, mAP: 47.5 }, // d4: { speed: 33.55, mAP: 49.4 }, // d5: { speed: 67.86, mAP: 50.7 }, // d6: { speed: 89.29, mAP: 51.7 }, // d7: { speed: 128.07, mAP: 53.7 }, // d8: { speed: 157.57, mAP: 55.1 } }, }; let modelComparisonChart = null; // chart variable will hold the reference to the current chart instance. // Function to lighten a hex color by a specified amount. function lightenHexColor(color, amount = 0.5) { const r = parseInt(color.slice(1, 3), 16); const g = parseInt(color.slice(3, 5), 16); const b = parseInt(color.slice(5, 7), 16); const newR = Math.min(255, Math.round(r + (255 - r) * amount)); const newG = Math.min(255, Math.round(g + (255 - g) * amount)); const newB = Math.min(255, Math.round(b + (255 - b) * amount)); return `#${newR.toString(16).padStart(2, "0")}${newG.toString(16).padStart(2, "0")}${newB.toString(16).padStart(2, "0")}`; } // Function to update the benchmarks chart. function updateChart(initialDatasets = []) { if (modelComparisonChart) { modelComparisonChart.destroy(); } // If a chart instance already exists, destroy it. // Define a specific color map for models. const colorMap = { YOLO11: "#0b23a9", YOLOv10: "#ff7f0e", YOLOv9: "#2ca02c", YOLOv8: "#d62728", YOLOv7: "#9467bd", "YOLOv6-3.0": "#8c564b", YOLOv5: "#e377c2", "PP-YOLOE+": "#7f7f7f", "DAMO-YOLO": "#bcbd22", YOLOX: "#17becf", RTDETRv2: "#eccd22", EfficientDet: "#000000", }; // Always include all models in the dataset creation const datasets = Object.keys(data).map((algorithm, i) => { const baseColor = colorMap[algorithm] || `hsl(${Math.random() * 360}, 70%, 50%)`; const lineColor = Object.keys(data).indexOf(algorithm) === 0 ? baseColor : lightenHexColor(baseColor, 0.6); return { label: algorithm, data: Object.entries(data[algorithm]).map(([version, point]) => ({ x: point.speed, y: point.mAP, version: version.toUpperCase(), })), fill: false, borderColor: lineColor, tension: 0.2, pointRadius: Object.keys(data).indexOf(algorithm) === 0 ? 7 : 4, pointHoverRadius: Object.keys(data).indexOf(algorithm) === 0 ? 9 : 6, pointBackgroundColor: lineColor, pointBorderColor: "#ffffff", borderWidth: i === 0 ? 3 : 1.5, hidden: initialDatasets.length > 0 && !initialDatasets.includes(algorithm), }; }); // Create a new chart instance. modelComparisonChart = new Chart( document.getElementById("modelComparisonChart").getContext("2d"), { type: "line", data: { datasets }, options: { //aspectRatio: 2.5, // higher is wider plugins: { legend: { display: true, position: "right", align: "start", // start, end, center labels: { color: "#808080" }, onClick: (e, legendItem, legend) => { const index = legendItem.datasetIndex; const ci = legend.chart; const meta = ci.getDatasetMeta(index); meta.hidden = meta.hidden === null ? !ci.data.datasets[index].hidden : null; ci.update(); }, }, // Configure the legend. tooltip: { callbacks: { label: (tooltipItem) => { const { dataset, dataIndex } = tooltipItem; const point = dataset.data[dataIndex]; return `${dataset.label}${point.version.toLowerCase()}: Speed = ${point.x}ms/img, mAP50-95 = ${point.y}`; // Custom tooltip label. }, }, mode: "nearest", intersect: false, }, // Configure the tooltip. }, interaction: { mode: "nearest", axis: "x", intersect: false }, // Configure the interaction mode. scales: { x: { type: "linear", position: "bottom", title: { display: true, text: "Latency T4 TensorRT10 FP16 (ms/img)", color: "#808080", }, grid: { color: "#e0e0e0" }, ticks: { color: "#808080" }, min: 0, max: 18, }, y: { title: { display: true, text: "COCO mAP 50-95", color: "#808080" }, grid: { color: "#e0e0e0" }, ticks: { color: "#808080" }, min: 36, max: 56, }, }, }, }, ); } function initChart(activeModels) { updateChart(activeModels); } document$.subscribe(function () { (function initializeApp() { if (typeof Chart !== "undefined") { // Get active models from page config or use default // e.g. const pageConfig = document .getElementById("modelComparisonChart") .getAttribute("active-models"); const activeModels = pageConfig ? JSON.parse(pageConfig) : []; initChart(activeModels); } else { setTimeout(initializeApp, 50); // Retry every 50 ms } })(); });