TY - JOUR
T1 - Dithered Quantization via Orthogonal Transformations
AU - Hadad, Ran
AU - Erez, Uri
N1 - Publisher Copyright:
© 1991-2012 IEEE.
PY - 2016/11/15
Y1 - 2016/11/15
N2 - Dithered quantization is a technique used to reduce or eliminate the statistical dependence between the signal and quantization error. This is most often achieved via adding pseudo-random noise prior to quantization. The present work develops a different dithering method, where dithering is accomplished by applying an orthogonal transformation to a vector of samples prior to quantization, and applying its inverse to the output of the quantizer. Focusing on uniform scalar quantization, it is shown that for any quantization rate, the proposed architecture approaches second-order independence, i.e., asymptotically vanishing correlation, as the dimension of the vector of samples processed jointly grows.
AB - Dithered quantization is a technique used to reduce or eliminate the statistical dependence between the signal and quantization error. This is most often achieved via adding pseudo-random noise prior to quantization. The present work develops a different dithering method, where dithering is accomplished by applying an orthogonal transformation to a vector of samples prior to quantization, and applying its inverse to the output of the quantizer. Focusing on uniform scalar quantization, it is shown that for any quantization rate, the proposed architecture approaches second-order independence, i.e., asymptotically vanishing correlation, as the dimension of the vector of samples processed jointly grows.
KW - Multidimensional signal processing
KW - dither
KW - diversity
KW - multiple descriptions
KW - quantization
UR - http://www.scopus.com/inward/record.url?scp=84991453520&partnerID=8YFLogxK
U2 - 10.1109/TSP.2016.2599482
DO - 10.1109/TSP.2016.2599482
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AN - SCOPUS:84991453520
SN - 1053-587X
VL - 64
SP - 5887
EP - 5900
JO - IEEE Transactions on Signal Processing
JF - IEEE Transactions on Signal Processing
IS - 22
M1 - 7542140
ER -