Edge detection by scale multiplication in wavelet domain

作者: Lei Zhang , Paul Bao

DOI: 10.1016/S0167-8655(02)00151-4

关键词:

摘要: This paper proposes a wavelet based edge detection scheme by scale multiplication. The dyadic transforms at two adjacent scales are multiplied as product function to magnify the structures and suppress noise. Unlike many multiscale techniques that first form maps several then synthesize them together, we determined edges local maxima directly in after an efficient thrsholding. It is shown multiplication achieves better results than either of scales, especially on localization performance. dislocation neighboring also improved when width filter set large smooth Experiments natural images compared with Laplacian Gaussian Canny algorithms.

参考文章(18)
William K. Pratt, Digital image processing (2nd ed.) John Wiley & Sons, Inc.. ,(1991)
Yi Lu, Ramesh C Jain, Behavior of edges in scale space IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 11, pp. 337- 356 ,(1989) , 10.1109/34.19032
T. Aydin, Y. Yemez, E. Anarim, B. Sankur, Multidirectional and multiscale edge detection via M-band wavelet transform IEEE Transactions on Image Processing. ,vol. 5, pp. 1370- 1377 ,(1996) , 10.1109/83.535850
M. Petrou, J. Kittler, Optimal edge detectors for ramp edges IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 13, pp. 483- 491 ,(1991) , 10.1109/34.134047
H. Jeong, C.I. Kim, Adaptive determination of filter scales for edge detection IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 14, pp. 579- 585 ,(1992) , 10.1109/34.134062
Theory of Edge Detection Proceedings of The Royal Society B: Biological Sciences. ,vol. 207, pp. 187- 217 ,(1980) , 10.1098/RSPB.1980.0020
Jun Shen, Serge Castan, An optimal linear operator for step edge detection CVGIP: Graphical Models and Image Processing. ,vol. 54, pp. 112- 133 ,(1992) , 10.1016/1049-9652(92)90060-B
Deok J. Park, Kwon M. Nam, Rae-Hong Park, Multiresolution edge detection techniques Pattern Recognition. ,vol. 28, pp. 211- 229 ,(1995) , 10.1016/0031-3203(94)00097-6
Y. Lu, R.C. Jain, Reasoning about edges in scale space IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 14, pp. 450- 468 ,(1992) , 10.1109/34.126806