TY - CONF
T1 - The multiple description rate region for high resolution source coding
T2 - Proceedings DCC '98 Data Compression Conference (Cat. No.98TB100225)
AU - Linder, T.
AU - Zamir, R.
AU - Zeger, K.
PY - 1998
Y1 - 1998
N2 - Consider encoding a memoryless source using two descriptions, the first at rate R/sub 1/ and distortion d/sub 1/, the second at rate R/sub 2/ and distortion d/sub 2/. Combining the two descriptions the source can be reconstructed with distortion d/sub 0/. For a Gaussian source of variance /spl sigma//sup 2/, Ozarow (1980) found an explicit characterization of the region R*(/spl sigma//sup 2/; d/sub 1/,d/sub 2/,d/sub 0/)/spl sub/R/sup 2/ of achievable rate pairs (R/sub 1/, R/sub 2/) with given mean squared distortions d/sub 1/, d/sub 2/, and d/sub 0/. This is the only case for which the multiple description rate-distortion region is completely known. We show that for a general real valued source X and a locally quadratic distortion measure of the form /spl rho/(x,x/spl circ/)=w(x)/sup 2/(x-x/spl circ/)/sup 2/+o((x-x/spl circ/)/sup 2/), the region of admissible rate pairs is arbitrary well approximated in the limit of small distortions by the region R*(P/sub X/2/sup 2E{log m(X)}/; d/sub 1/,d/sub 2/,d/sub 0/) where R*(/spl sigma//sup 2/; d/sub 1/,/sub 2/, d/sub 0/) denotes the multiple description rate region of a Gaussian source with variance /spl sigma//sup 2/, and where P/sub X/ is the entropy-power of the source. Applications to companding quantization are also considered.
AB - Consider encoding a memoryless source using two descriptions, the first at rate R/sub 1/ and distortion d/sub 1/, the second at rate R/sub 2/ and distortion d/sub 2/. Combining the two descriptions the source can be reconstructed with distortion d/sub 0/. For a Gaussian source of variance /spl sigma//sup 2/, Ozarow (1980) found an explicit characterization of the region R*(/spl sigma//sup 2/; d/sub 1/,d/sub 2/,d/sub 0/)/spl sub/R/sup 2/ of achievable rate pairs (R/sub 1/, R/sub 2/) with given mean squared distortions d/sub 1/, d/sub 2/, and d/sub 0/. This is the only case for which the multiple description rate-distortion region is completely known. We show that for a general real valued source X and a locally quadratic distortion measure of the form /spl rho/(x,x/spl circ/)=w(x)/sup 2/(x-x/spl circ/)/sup 2/+o((x-x/spl circ/)/sup 2/), the region of admissible rate pairs is arbitrary well approximated in the limit of small distortions by the region R*(P/sub X/2/sup 2E{log m(X)}/; d/sub 1/,d/sub 2/,d/sub 0/) where R*(/spl sigma//sup 2/; d/sub 1/,/sub 2/, d/sub 0/) denotes the multiple description rate region of a Gaussian source with variance /spl sigma//sup 2/, and where P/sub X/ is the entropy-power of the source. Applications to companding quantization are also considered.
KW - source coding
KW - rate distortion theory
KW - memoryless systems
KW - entropy codes
KW - multiple description rate region
KW - high resolution source coding
KW - memoryless source
KW - Gaussian source variance
KW - rate-distortion region
KW - locally quadratic distortion measure
KW - admissible rate pairs
KW - companding quantization
KW - Source coding
KW - Image reconstruction
KW - Distortion measurement
KW - Decoding
KW - Encoding
KW - Rate-distortion
KW - Quantization
KW - Speech
KW - Propagation losses
KW - Information theory
U2 - 10.1109/DCC.1998.672141
DO - 10.1109/DCC.1998.672141
M3 - הרצאה
SP - 149
EP - 158
ER -