DocumentCode
3421374
Title
Nonlinear transform coding: polar coordinates revisited
Author
Ba, Demba E. ; Goyal, Vivek K.
Author_Institution
Massachusetts Inst. of Technol.
fYear
2006
fDate
28-30 March 2006
Lastpage
438
Abstract
Summary form only given. We designed a family of integer-to-integer (i2i) approximations to the Cartesian-to-polar transformation and analyzed its behavior for high-rate transform coding. Denoting (ordinary, continuous) polar coordinates by (r, 0), our precise high-rate analysis relates the performance to the differential entropies of r2 and 0, which are often easy to evaluate. One may thus predict when there is an improvement over linear transform coding. The analysis matches our simulations for coding of Gaussian scale mixtures and other polar-separable sources. The advantage over the best linear transform coder can be large. Our hope is to extend the polar-coordinate results to a general theory for nonlinear transform coding based on i2i implementations of arbitrary nonlinear transformations
Keywords
Gaussian processes; nonlinear codes; transform coding; Cartesian-to-polar transformation; Gaussian scale mixtures; differential entropies; high-rate transform coding; integer-to-integer approximation; nonlinear transform coding; polar-separable sources; Discrete transforms; Entropy coding; Hypercubes; Linear approximation; Nonlinear distortion; Quantization; Rate distortion theory; Shape; Transform coding; Video coding;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Compression Conference, 2006. DCC 2006. Proceedings
Conference_Location
Snowbird, UT
ISSN
1068-0314
Print_ISBN
0-7695-2545-8
Type
conf
DOI
10.1109/DCC.2006.55
Filename
1607281
Link To Document