中国光学
中國光學
중국광학
CHINESE JOURNAL OF OPTICS
2012年
1期
48-56
,共9页
陶李%王珏%邹永宁%伍立芬%王慧倩
陶李%王玨%鄒永寧%伍立芬%王慧倩
도리%왕각%추영저%오립분%왕혜천
工业CT图像%图像处理%边缘检测%亚像素%Zernike矩
工業CT圖像%圖像處理%邊緣檢測%亞像素%Zernike矩
공업CT도상%도상처리%변연검측%아상소%Zernike구
industrial computed tomography image%image processing%edge detection%sub-pixel%Zernike moment
为提高工业计算机断层扫描(CT)图像亚像素边缘检测的精度和速度,研究了一种改进的Zernike矩边缘检测方法。该方法采用Sobel边缘算子快速检测出图像所有可能的边缘,通过Zernike矩算子对所有可能的边缘进行重新检测,最后,检测出图像的亚像素边缘并计算其精确位置。由于采用Sobel算子检测出可能的边缘使后续Zernike矩算子检测范围缩小,从而减小了运算量,提高了运算速度。对实际CT图像进行的实验结果表明:改进的Zernike矩工业CT图像边缘检测精度绝对误差〈0.24 pixel,改进算法的运算速度提高了约70%。
為提高工業計算機斷層掃描(CT)圖像亞像素邊緣檢測的精度和速度,研究瞭一種改進的Zernike矩邊緣檢測方法。該方法採用Sobel邊緣算子快速檢測齣圖像所有可能的邊緣,通過Zernike矩算子對所有可能的邊緣進行重新檢測,最後,檢測齣圖像的亞像素邊緣併計算其精確位置。由于採用Sobel算子檢測齣可能的邊緣使後續Zernike矩算子檢測範圍縮小,從而減小瞭運算量,提高瞭運算速度。對實際CT圖像進行的實驗結果錶明:改進的Zernike矩工業CT圖像邊緣檢測精度絕對誤差〈0.24 pixel,改進算法的運算速度提高瞭約70%。
위제고공업계산궤단층소묘(CT)도상아상소변연검측적정도화속도,연구료일충개진적Zernike구변연검측방법。해방법채용Sobel변연산자쾌속검측출도상소유가능적변연,통과Zernike구산자대소유가능적변연진행중신검측,최후,검측출도상적아상소변연병계산기정학위치。유우채용Sobel산자검측출가능적변연사후속Zernike구산자검측범위축소,종이감소료운산량,제고료운산속도。대실제CT도상진행적실험결과표명:개진적Zernike구공업CT도상변연검측정도절대오차〈0.24 pixel,개진산법적운산속도제고료약70%。
In order to improve the detecting speed and accuracy of sub-pixel edges for an Industrial Computed Tomography(ICT) image,a kind of improved edge detecting method based on Zernike moments is studied.First,the Sobel edge operator is used to quickly detect all the possible edges of the image,and then the Zernike moment operator is taken to re-test all the possible edges.Finally,the exact positions of the sub-pixel edges can be detected and calculated.As the possible edges have been detected and the detection range is reduced,the computing amount is shortened and the operation speed is imporved.An experiment is performed on CT images,and the result shows that the absolute error for the accuracy is less than 0.24 pixel,while Zernike moment operator computing speed is increased by about 70%,which ensures the accuracy of edge detection and improves the speed of edge detection.