Title :
Coefficient rate and lossy source coding
Author :
Yang, Wenye ; Gibson, Jerry D. ; He, Tao
Author_Institution :
Conexant Syst. Inc., Red Bank, NJ, USA
Abstract :
Campbell derived and defined a quantity called the coefficient rate of a random process that involves the process spectral entropy. In this correspondence, his interpretation is substantiated with two new derivations. One derivation tightens the connection to source bandwidth, while the second derivation implies a specific approach to adaptive coefficient selection in realization-adaptive approaches to compression. After a discussion on the role the coefficient rate plays in adaptive source coding, a quantity called Campbell bandwidth is defined based on its connection to source bandwidth and is contrasted with Fourier bandwidth and Shannon bandwidth. The connection between coefficient rate and reverse water-filling from rate distortion theory is also demonstrated.
Keywords :
Fourier transforms; adaptive codes; entropy codes; random processes; rate distortion theory; source coding; transform coding; Campbell bandwidth; Fourier bandwidth; Shannon bandwidth; adaptive coefficient; adaptive source coding; coefficient rate; lossy source coding; process spectral entropy; random process; rate distortion theory; realization-adaptive approach; source bandwidth; Bandwidth; Discrete cosine transforms; Energy measurement; Entropy; Helium; Image coding; Random processes; Rate distortion theory; Source coding; Speech processing; Adaptive coefficient selection; Campbell bandwidth; Shannon bandwidth; coefficient rate;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2004.839531