DocumentCode :
3239075
Title :
Fast Encoding Method of Vector Quantization Based on Optimal Subvector Partition
Author :
Pan, Zhibin ; Kotani, Koji ; Ohmi, Tadahiro
Author_Institution :
Tohoku Univ., Sendai
fYear :
2007
fDate :
1-4 July 2007
Firstpage :
415
Lastpage :
418
Abstract :
The encoding process of vector quantization (VQ) is very expensive computationally. By using the statistical features of the sum and the variance of a k-D whole vector, IEENNS method has been proposed to reject unlikely codewords. To further enhance the performance of IEENNS method, by first partitioning a k-D whole vector in half to generate its two (k/2)-D fixed subvectors and then directly applying IEENNS method once again to each sub vector, a complete- version C-SIEENNS method and a simplified-version S- SIEENNS method have been proposed. By offline sorting the elements of a codeword before subvector partition, an adaptive A-SIEENNS method has been reported recently as well. However, there is no guarantee that these subvector partition methods are optimal. Thus, this paper proposes a practical criterion to optimally partition a k-D whole vector into a k2-D first subvector and a k2-D second subvector (k1+k2=k) by maximizing the energy included in the two partial sums of a codeword. Experimental results confirmed that this work can improve search efficiency significantly compared to the latest A-STEENNS method.
Keywords :
search problems; statistical analysis; vector quantisation; complete-version subvector-based IEENNS method; improved equal-average equal-variance nearest neighbor search; k-D whole vector partition; optimal subvector partition; statistical feature; vector quantization encoding method; Digital signal processing; Encoding; Vector quantization; Fast encoding; optimal partition; subvector; vector quantization; whole vector;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing, 2007 15th International Conference on
Conference_Location :
Cardiff
Print_ISBN :
1-4244-0882-2
Electronic_ISBN :
1-4244-0882-2
Type :
conf
DOI :
10.1109/ICDSP.2007.4288607
Filename :
4288607
Link To Document :
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