DocumentCode :
1371898
Title :
Optimal subband coders of quantized multidimensional signals
Author :
Strintzis, Michael G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Aristotelian Univ. of Thessaloniki, Greece
Volume :
47
Issue :
8
fYear :
2000
fDate :
8/1/2000 12:00:00 AM
Firstpage :
757
Lastpage :
770
Abstract :
A new general method is presented for the analysis of the effects of quantization and transmission noise in subband filter-bank multidimensional signal and image coders. Using general statistical noise characterization, the filter banks are obtained, which are optimal in the sense of minimizing the variance of the difference of the reconstructed signal from the original. It is shown that these are not identical to those achieving perfect reconstruction in lossless coding. A general method is described for the optimal selection of the synthesis filters if the analysis filters and quantizers are given. Assuming the use of these optimal synthesis filters, a method is then developed for the determination of the optimal analysis filters and the optimal bit-allocation to the subbands. The effects of quantization on perfect reconstruction filter-banks are analyzed next, and an explicit expression is determined for the quantizer noise-to-signal ratio for such banks. Given arbitrary quantizers, the analysis filters which are optimal in the sense of minimizing the output noise power are obtained. Finally, the jointly optimal selection is determined for the analysis filters and the bit allocations of the subbands. It is seen that this selection is identical to that determined for the theoretically optimal filter-banks
Keywords :
image coding; multidimensional signal processing; quantisation (signal); signal reconstruction; bit-allocation; image coders; jointly optimal selection; optimal subband coders; output noise power; quantization; quantized multidimensional signals; quantizer noise-to-signal ratio; reconstructed signal; statistical noise characterization; transmission noise; Bit rate; Digital filters; Filter bank; Image reconstruction; Multidimensional systems; Pulse modulation; Quantization; Signal analysis; Signal synthesis; Signal to noise ratio;
fLanguage :
English
Journal_Title :
Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7130
Type :
jour
DOI :
10.1109/82.861408
Filename :
861408
Link To Document :
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