计算机科学 ›› 2014, Vol. 41 ›› Issue (4): 306-308.
金亦挺,王万良,赵燕伟,蒋一波
JIN Yi-ting,WANG Wan-liang,ZHAO Yan-wei and JIANG Yi-bo
摘要: 提出了一种鲁棒的快速角点检测算法,以解决现有基于点到弦距离累加的角点检测算法存在的缺陷,即角点定位低、算法时间复杂度高等问题。该算法结合了‘单尺度’和‘多尺度’的优势,首先在‘单尺度’下获取候选角点集合,保留了邻近角点,并使得后续计算量大大降低,然后在‘多尺度’下计算候选角点的特征值,使之有效地去除伪角点。实验表明,所提算法的时间复杂度降低了,并且保持了算法的鲁棒性,角点定位精度也得到了提升。
[1] 仇国庆,冯汉青,蒋天跃,等.一种改进的Harris角点图像拼接算法[J].计算机科学,2012,39(11):264-266 [2] Rosten E,Porter R,Drummond T.Faster and better:A machine learning approach to corner detection [J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2010,32(1):105-119 [3] 梁艳菊,李庆,陈大鹏,等.一种快速鲁棒的LOG-FAST角点算法[J].计算机科学,2012,39(6):251-254 [4] 张小洪,杨丹.使用梯度相关矩阵行列式的角点检测算法[J].中国图象图形学报,2009,14(8):1601-1608 [5] Mokhtarian F,Suomela R.Robust image corner detection th-rough curvature scale space [J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1998,20(12):1376-1381 [6] He X C,Yung N H C.Corner detector based on global and local curvature properties [J].Optical Engineering,2008,47(5):057008-1-12 [7] Zhang X H,Lei M,Yang D,et al.Multi-scale curvature product for robust image corner detection in curvature scale space [J].Pattern Recognition Letters,2007,28(1):545-554 [8] Sarfraz M,Masood A,Asim M R.A new approach to corner detection [J].Computer Vision and Graphics,2006,32(1):528-533 [9] Awrangjeb M,Lu G J.Robust image corner detection based on the chord-to-point distance accumulation technique [J].IEEE Transactions on Multimedia,2008,10(6):1059-1072 [10] Awrangjeb M,Lu G J,Fraser C S.A fast corner detector based on the chord-to-point distance accumulation technique [C]∥2009Digital Image Computing:Techniques and Applications.Melboume,Australia:IEEE,2009:519-525 [11] 王万良,金亦挺,赵燕伟,等.点到弦距离累加的自适应角点检测[J].中国图象图形学报,2012,17(12):1500-1508 [12] Awrangjeb M,Lu G J,Fraser C S.Performance comparisons of contour-based corner detectors [J].IEEE Transactions on Ima-ge Processing,2012,21(9):4167-4179 [13] Han J H,Poston T.Chord-to-point distance accumulation and planar curvature:A new approach to discrete curvature [J].Pattern Recognition Letters,2001,22(10):1133-1144 [14] Awrangjeb M,Lu G J.An Improved curvature scale-space corner detector and a robust corner matching approach for transformed image identification [J].IEEE Transactions on Image Processing,2008,17(12):2425-2441 |
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