Title :
Constrained wavelet packets for tree-structured video coding algorithms
Author :
Khalil, Hosam ; Jacquin, Arnaud ; Podilchuk, Christine
Author_Institution :
Multimedia Commun. Res. Lab., AT&T Bell Labs., Murray Hill, NJ, USA
Abstract :
Traditional wavelet packet (WP) optimization techniques neglect information about the structure of the lossy part of the compression scheme. Such information, however, can help guide the optimization procedure so as to result in efficient WP structures. We propose a wavelet packet algorithm with a constrained rate-distortion optimization which makes it suited to subsequent tree-structured coding such as with the set partitioning in hierarchical trees (SPMT) algorithm. The (octave-band) wavelet transform lends itself to simple and coherent tree-shaped spatial relations which can then be used to define zero-trees. Yet, input images have different frequency distributions and an adaptive transform such as WP is bound to be more efficient on an image-by-image basis. With WP algorithms, the coefficients in the WP domain can be rearranged to produce what resembles (or simulates) the normal wavelet transform structure. This stage is usually performed to simplify the coding stage. However, an unconstrained optimization can result in a transformed image with complicated or incoherent tree-shaped spatial relations. This work aims to show that the efficiency of embedded coders such as SPMT and Shapiro´s Zerotrees strongly depends on WP structures with coherent spatial tree relationships
Keywords :
adaptive codes; constraint theory; data compression; optimisation; rate distortion theory; spatial data structures; transform coding; tree data structures; video coding; wavelet transforms; adaptive transform; constrained wavelet packets; embedded coders; frequency distributions; lossy compression; rate-distortion optimization; spatial tree relationships; tree-structured video coding; zero-trees; Argon; Constraint optimization; Frequency; Image coding; Multimedia communication; Partitioning algorithms; Rate-distortion; Video coding; Wavelet domain; Wavelet packets; Wavelet transforms;
Conference_Titel :
Data Compression Conference, 1999. Proceedings. DCC '99
Conference_Location :
Snowbird, UT
Print_ISBN :
0-7695-0096-X
DOI :
10.1109/DCC.1999.755685