Title :
The Value of Frame-Delays in the Sequential Coding of Correlated Sources
Author :
Nan Ma ; Ishwar, P.
Author_Institution :
Dept. of Electr. & Comput. Eng., Boston Univ., Boston, MA
Abstract :
The problem of sequential coding of correlated sources with causal encoding and noncausal decoding frame- delays is studied. The fundamental tradeoffs between individual frame rates, individual frame distortions, and decoding frame-delays are stated in terms of a single-letter information-theoretic characterization of the rate-distortion region for general inter- frame source correlations and certain types of (potentially frame- specific and coupled) single-letter fidelity criteria. For sources which are spatially stationary memoryless and temporally Gauss-Markov, mean squared error (MSE) frame distortions, and a sum-rate constraint, it is shown that causal sequential encoding with one-step delayed noncausal sequential decoding exactly matches the sum-rate-MSE performance of joint coding for all nontrivial MSE-tuples satisfying certain positive semi-definiteness conditions. Generalizations to multiple frames and arbitrary frame-delays are also presented and discussed.
Keywords :
correlation methods; delays; information theory; sequential codes; sequential decoding; causal encoding; causal sequential encoding; correlated sources; frame delays; general interframe source correlation; individual frame distortions; individual frame rates; mean squared error frame distortion; noncausal decoding; one-step delayed noncausal sequential decoding; rate-distortion region; sequential coding; single-letter fidelity criteria; single-letter information-theoretic characterization; spatially stationary memoryless frame distortion; sum-rate constraint; temporally Gauss-Markov frame distortion; Application software; Decoding; Delay; Displays; Encoding; Gaussian processes; Modulation coding; Rate-distortion; Source coding; Video coding;
Conference_Titel :
Information Theory, 2007. ISIT 2007. IEEE International Symposium on
Conference_Location :
Nice
Print_ISBN :
978-1-4244-1397-3
DOI :
10.1109/ISIT.2007.4557434