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Analysis of singularities from modulus maxima of complex wavelets
- Source :
- IEEE Transactions on Information Theory. March, 2005, Vol. 51 Issue 3, p1049, 14 p.
- Publication Year :
- 2005
-
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. Index Terms--Continuous wavelet transform, corner detection, singularity, wavelet modulus maxima.
- Subjects :
- Wavelet transforms -- Research
Information theory -- Research
Subjects
Details
- Language :
- English
- ISSN :
- 00189448
- Volume :
- 51
- Issue :
- 3
- Database :
- Gale General OneFile
- Journal :
- IEEE Transactions on Information Theory
- Publication Type :
- Academic Journal
- Accession number :
- edsgcl.129813271