Title :
A stabilized zero-crossing representation in the wavelet transform domain and its extension to image representation for early vision
Author :
Watanabe, Shinji ; Komatsu, Takashi ; Saito, Takahiro
Author_Institution :
Dept. of Electr. Eng., Kanagawa Univ., Yokohama, Japan
Abstract :
We present a new stabilized zero-crossing representation with a salient feature that the signal reconstruction problem reduces to a typical minimum-norm optimization problem, the solution of which is formulated as a linear simultaneous equation, and develop an iterative algorithm for signal reconstruction. Moreover, we extend them to the two-dimensional case. With the extended two-dimensional reconstruction algorithm we can almost perfectly reconstruct an original image from the stabilized two-dimensional zero-crossing representation, and after some dozens of iterations the algorithm provides a reconstructed image with subjectively high picture quality. Furthermore, we introduce a threshold operation based on edge intensity to reduce the amount of information in the stabilized zero-crossing representation, and experimentally demonstrate that the threshold operation works well
Keywords :
edge detection; image reconstruction; image representation; iterative methods; signal reconstruction; signal representation; wavelet transforms; early vision; edge intensity; extended two-dimensional reconstruction algorithm; image representation; iterative algorithm; linear simultaneous equation; minimum-norm optimization problem; picture quality; reconstructed image; signal reconstruction; signal reconstruction problem; stabilized two-dimensional zero-crossing representation; stabilized zero-crossing representation; threshold operation; wavelet transform domain; Convergence; Image reconstruction; Image representation; Information analysis; Linearity; Projection algorithms; Reconstruction algorithms; Signal reconstruction; Wavelet domain; Wavelet transforms;
Conference_Titel :
TENCON '96. Proceedings., 1996 IEEE TENCON. Digital Signal Processing Applications
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-3679-8
DOI :
10.1109/TENCON.1996.608391