Title :
Nonsubsampled higher-density discrete wavelet transform: Filter design and application in image contrast enhancement
Author :
Vosoughi, Aida ; Shamsollahi, Mohammad Bagher ; Vosoughi, Aida
Author_Institution :
Sharif Univ. of Technol., Tehran, Iran
Abstract :
In this paper, we study the nonsubsampled higher-density discrete wavelet transform (NS-HDDWT) and its application in image enhancement. In contrast to the HDDWT, the NS-HDDWT transform is shift-invariant, which is a desirable feature in many applications. We address the filter design problem and provide a solution based on the spectral factorization. Our proposed solution enables constructing new filter sets, in addition to the ones originally offered for the HDDWT filter bank. We use the NS-HDDWT transform for image enhancement by applying a locally adaptive nonlinear operator. Experimental results show that the NS-HDDWT transform yields better enhancement results compared to the undecimated DWT (UDWT) transform.
Keywords :
discrete wavelet transforms; filtering theory; image enhancement; HDDWT filter bank; NS-HDDWT transform; filter design problem; filter sets; image contrast enhancement; image enhancement; locally adaptive nonlinear operator; nonsubsampled higher-density discrete wavelet transform; spectral factorization; Discrete transforms; Discrete wavelet transforms; Filter bank; Image edge detection; Image enhancement; Image resolution; Image segmentation; Image texture analysis; Noise reduction; Wavelet analysis; Higher-density discrete wavelet transform; image enhancement; nonsubsampled filter bank; shift-invariant;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414406