Title :
3D steerable wavelets and monogenic analysis for bioimaging
Author :
Chenouard, Nicolas ; Unser, Michael
Author_Institution :
Biomed. Imaging Group (BIG), Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
fDate :
March 30 2011-April 2 2011
Abstract :
In this paper we introduce a 3D wavelet frame that has the key property of steerability. The proposed wavelet frame relies on the combination of a 3D isotropic wavelet transform with the 3D Riesz operator which brings steerability to the pyramid. The novel transform enjoys self reversibility and exact steering of the basis functions in any 3D direction by linear combination of the primary coefficients. We exploit the link between the Riesz transform and the directional Hilbert transform to define a multiresolution monogenic signal analysis in 3D which achieves multiscale AM/FM signal decomposition. We give an example of application of the 3D monogenic wavelet frame in biological imaging with the enhancement of anisotropic structures in 3D fluorescence microscopy.
Keywords :
Hilbert transforms; biomedical optical imaging; fluorescence; image enhancement; medical image processing; optical microscopy; wavelet transforms; 3D Riesz operator; 3D fluorescence microscopy; 3D isotropic wavelet transform; 3D steerable wavelets; Riesz transform; bioimaging; directional Hilbert transform; enhancement; multiresolution monogenic signal analysis; multiscale AM-FM signal decomposition; self reversibility; Eigenvalues and eigenfunctions; Frequency modulation; Microscopy; Three dimensional displays; Wavelet analysis; Wavelet transforms; 3D wavelet transform; Riesz transform; feature enhancement; monogenic signal; steerability;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872834