机械工程与自动化
機械工程與自動化
궤계공정여자동화
MECHANICAL ENGINEERING & AUTOMATION
2015年
1期
135-137
,共3页
Hough变换%圆检测%形状角%梯度信息
Hough變換%圓檢測%形狀角%梯度信息
Hough변환%원검측%형상각%제도신식
Hough transformation%circle detection%shape angle%gradient information
介绍了一种结合轮廓线形状角及梯度信息的 Hough变换检测圆的改进算法。针对广义 Hough变换在检测圆时具有的计算时间长、存储空间大、准确性低等问题和不足,提出了相应的解决办法。该算法首先对图像进行平滑滤波和去噪,并采用Canny算子在抑制噪声的同时进行边缘检测,分析得到轮廓线的形状角并初步分类出形状为圆形的轮廓线;然后利用划分出的轮廓线的梯度信息大致确定圆心和半径,并运用Hough变换进行证据积累,以此来精确定位此圆的位置。实验证明,该检测算法计算量有所减少,检测性能有所提高,更加适用于随机圆的检测。
介紹瞭一種結閤輪廓線形狀角及梯度信息的 Hough變換檢測圓的改進算法。針對廣義 Hough變換在檢測圓時具有的計算時間長、存儲空間大、準確性低等問題和不足,提齣瞭相應的解決辦法。該算法首先對圖像進行平滑濾波和去譟,併採用Canny算子在抑製譟聲的同時進行邊緣檢測,分析得到輪廓線的形狀角併初步分類齣形狀為圓形的輪廓線;然後利用劃分齣的輪廓線的梯度信息大緻確定圓心和半徑,併運用Hough變換進行證據積纍,以此來精確定位此圓的位置。實驗證明,該檢測算法計算量有所減少,檢測性能有所提高,更加適用于隨機圓的檢測。
개소료일충결합륜곽선형상각급제도신식적 Hough변환검측원적개진산법。침대엄의 Hough변환재검측원시구유적계산시간장、존저공간대、준학성저등문제화불족,제출료상응적해결판법。해산법수선대도상진행평활려파화거조,병채용Canny산자재억제조성적동시진행변연검측,분석득도륜곽선적형상각병초보분류출형상위원형적륜곽선;연후이용화분출적륜곽선적제도신식대치학정원심화반경,병운용Hough변환진행증거적루,이차래정학정위차원적위치。실험증명,해검측산법계산량유소감소,검측성능유소제고,경가괄용우수궤원적검측。
An improved algorithm based on Hough transform for circle detection ,which was combined with the shape angle and gradient information ,was presented in this paper .It would need large memory space and long computing time when the generalized Hough transform was used to detect circle .These questions or disadvantages were improved and solved on the basis of this improved algorithm .Firstly ,the image was smoothed to remove noise by filtering and the edge was detected using Canny operator .The round shape contours were classified based on the analysis of the shape angle of contour lines .Then the center and radius were roughly determined using gradient information of the classified contour lines .In the end ,evidence collecting was applied to make certain circle’s location .Experiments show the proposed algorithm consumes less computing resources ,has better detection performance and is more suitable for detecting randomized circle .