DocumentCode
3276944
Title
Improved bounds for the rate loss of multi-resolution source codes
Author
Feng, Hanying ; Effros, Michelle
Author_Institution
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
fYear
2001
fDate
2001
Firstpage
193
Abstract
In this paper, we present new bounds for the rate loss of multi-resolution source codes. Consider an M-resolution code with ith-resolution rate and distortion Ri and Di. The ith-resolution rate loss, defined as Li=Ri-R(Di), describes the performance degradation of the multi-resolution code compared to the best single-resolution code with the same distortion. For 2-resolution codes, there are three scenarios of particular interest: (i) both resolutions are equally important; (ii) the rate loss at the first resolution is 0; (iii) the rate loss at the second resolution is 0. Lastras and Berger (see IEEE Trans. Inform. Theory, vol.47, no.3, p.918-26, March 2001) give constant upper bounds for the rate loss of an arbitrary i.i.d. source in scenarios (i) and (ii) and an asymptotic bound for scenario (iii) as D2→0. In this paper, we: (a) prove that L2 ⩽1.1610 for all D2<D1 in scenario (iii); (b) tighten the Lastras-Berger bound from L1⩽1 to L1⩽0.7250 in scenario (ii); (c) tighten the Lastras-Berger bound from 0.5 to 0.3801 in scenario (i); and (d) generalize the bound for scenario () to M-resolution codes
Keywords
rate distortion theory; source coding; Lastras-Berger bound; M-resolution code; arbitrary i.i.d. source; asymptotic bound; constant upper bounds; distortion measure; multi-resolution source codes; rate loss; rate-distortion theory; upper bounds; Decoding; Degradation; Distortion measurement; Performance loss; Rate distortion theory; Rate-distortion; Source coding; Sufficient conditions; Upper bound;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory, 2001. Proceedings. 2001 IEEE International Symposium on
Conference_Location
Washington, DC
Print_ISBN
0-7803-7123-2
Type
conf
DOI
10.1109/ISIT.2001.936056
Filename
936056
Link To Document