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An Adaptive Orthogonal M-Split Initialization Method for VQ Codebook Generation

초록

영어

Linde–Buzo–Gray (LBG) algorithm is a universal method to design codebook in vector quantization(VQ). This paper proposed an adaptive orthogonal M-split initialization method to improve the computational efficiency of LBG algorithm. The method splits one code word into 2, 4 or 5 new code words with adaptive split coefficient vectors and set the increment to be orthogonal in 4-split and 5-split situations, aiming at decreasing the iterations of the following clustering. Experiment is conducted on both TIMIT and RASC863 speech database, which shows that the proposed algorithm provides a reduction of 18%~45% in designing codebook in size of 64~2048 with almost equal VQ performance, compared with the universal codebook generation algorithm.

목차

Abstract
 1. Introduction
 2. Complexity Analysis
 3. Adaptive Orthogonal M-Split Method
  3.1. Codebook Generation Scheme
  3.2. Adaptive Orthogonal M-Split Method
  3.3. Adaptive Split Coefficient Vector
 4. Adaptive Orthogonal M-Split LBG Algorithm
 5. Results and Analysis
 6. Conclusion
 Acknowledgments
 References

저자정보

  • Weijun He School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China
  • Qianhua He School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China
  • Jichen Yang School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China

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