ADAPTIVE APPROACH TO EDGE-DETECTION

被引:16
作者
SUNDARAM, R [1 ]
ERSOY, OK [1 ]
HANSEN, D [1 ]
机构
[1] PURDUE UNIV,SCH VET MED,W LAFAYETTE,IN 47907
关键词
EDGE DETECTION; TRANSFORM DOMAIN; BANDPASS FILTERING; DISCRETE SYMMETRICAL COSINE TRANSFORM (DSCT);
D O I
10.1117/12.212895
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
An adaptive approach to edge detection using the transform domain and bandpass filtering is discussed. The method is also extended to 3-D and shown to yield better edge maps. The discrete symmetric cosine transform (DSCT) is shown to be the best transform for accurate edge detection. The theory is first discussed in 1-D. Then, the adaptive algorithm utilizing both the gradient and the Laplacian information is developed in 2-D and 3-D. Computer simulations with regular scenes and magnetic resonance imaging images are provided. The extension of the method to 3-D leads to improved noise immunity and better edge contours.
引用
收藏
页码:3271 / 3276
页数:6
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