export function nonMaxSuppression(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold) { const numBoxes = boxes.shape[0]; const outputSize = Math.min(maxOutputSize, numBoxes); const candidates = scores .map((score, boxIndex) => ({ score, boxIndex })) .filter(c => c.score > scoreThreshold) .sort((c1, c2) => c2.score - c1.score); const suppressFunc = (x) => x <= iouThreshold ? 1 : 0; const selected = []; candidates.forEach(c => { if (selected.length >= outputSize) { return; } const originalScore = c.score; for (let j = selected.length - 1; j >= 0; --j) { const iou = IOU(boxes, c.boxIndex, selected[j]); if (iou === 0.0) { continue; } c.score *= suppressFunc(iou); if (c.score <= scoreThreshold) { break; } } if (originalScore === c.score) { selected.push(c.boxIndex); } }); return selected; } function IOU(boxes, i, j) { const boxesData = boxes.arraySync(); const yminI = Math.min(boxesData[i][0], boxesData[i][2]); const xminI = Math.min(boxesData[i][1], boxesData[i][3]); const ymaxI = Math.max(boxesData[i][0], boxesData[i][2]); const xmaxI = Math.max(boxesData[i][1], boxesData[i][3]); const yminJ = Math.min(boxesData[j][0], boxesData[j][2]); const xminJ = Math.min(boxesData[j][1], boxesData[j][3]); const ymaxJ = Math.max(boxesData[j][0], boxesData[j][2]); const xmaxJ = Math.max(boxesData[j][1], boxesData[j][3]); const areaI = (ymaxI - yminI) * (xmaxI - xminI); const areaJ = (ymaxJ - yminJ) * (xmaxJ - xminJ); if (areaI <= 0 || areaJ <= 0) { return 0.0; } const intersectionYmin = Math.max(yminI, yminJ); const intersectionXmin = Math.max(xminI, xminJ); const intersectionYmax = Math.min(ymaxI, ymaxJ); const intersectionXmax = Math.min(xmaxI, xmaxJ); const intersectionArea = Math.max(intersectionYmax - intersectionYmin, 0.0) * Math.max(intersectionXmax - intersectionXmin, 0.0); return intersectionArea / (areaI + areaJ - intersectionArea); } //# sourceMappingURL=nonMaxSuppression.js.map