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19 April 2000 Selective splitting approach to entropy-constrained single/multistage vector quantizer design
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Abstract
A practical tool is proposed to improve the design of various vector quantizer (VQ) structures. Particular emphasis is placed on the design of entropy-constrained VQ (ECVQ), and entropy-constrained multi-stage VQ (EC-MSVQ), whose optimization is notoriously difficult. Traditional design techniques involve an indirect approach where a fixed rate quantizer is gradually modified into a variable rate VQ. We propose a direct design procedure based on selective codevector splitting. The codebooks are grown, using splitting according to a rate-distortion Lagrangian trade-off, to the desired operating point of average bit rate. Extensive simulations in image and video compression are presented and show consistent, significant improvement over standard techniques. For example, in ECVQ design for compression of video residuals, PSNR gains of about 1.0 dB were achieved.
© (2000) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Hosam Khalil and Kenneth Rose "Selective splitting approach to entropy-constrained single/multistage vector quantizer design", Proc. SPIE 3974, Image and Video Communications and Processing 2000, (19 April 2000); https://doi.org/10.1117/12.382943
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