DocumentCode :
1245029
Title :
Analysis of singularities from modulus maxima of complex wavelets
Author :
Tu, Chun-Liang ; Hwang, Wen-Liang ; Ho, Jinn
Author_Institution :
Comput. & Commun. Res. Labs., Taiwan
Volume :
51
Issue :
3
fYear :
2005
fDate :
3/1/2005 12:00:00 AM
Firstpage :
1049
Lastpage :
1062
Abstract :
Complex-valued wavelets are normally used to measure instantaneous frequencies, while real wavelets are normally used to detect singularities. We prove that the wavelet modulus maxima with a complex-valued wavelet can detect and characterize singularities. This is an extension of the previous wavelet work of Mallat and Hwang on modulus maxima using a real wavelet. With this extension, we can simultaneously detect instantaneous frequencies and singularities from the wavelet modulus maxima of a complex-valued wavelet. Some results of singularity detection with the modulus maxima from a real wavelet and an analytic complex-valued wavelet are compared. We also demonstrate that singularity detection methods can be employed to detect the corners of a planar object.
Keywords :
signal detection; wavelet transforms; continuous wavelet transform; corner detection; instantaneous frequency; planar object; real wavelet; singularity detection; wavelet modulus maxima; Analytical models; Continuous wavelet transforms; Frequency measurement; Image analysis; Object detection; Phase detection; Problem-solving; Signal analysis; Wavelet analysis; Wavelet transforms; Continuous wavelet transform; corner detection; singularity; wavelet modulus maxima;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2004.842706
Filename :
1397940
Link To Document :
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