{"title":"基于克隆选择算法的矢量量化码本设计及其应用","authors":"Mengling Zhao, Meng Zhao, Xinlu Yang","doi":"10.1109/ICAA53760.2021.00033","DOIUrl":null,"url":null,"abstract":"In order to improve the drawback that the LBG algorithm is more sensitive to the initial code book, the similarity measure of Euclidean distance only reflects the local consistency characteristics of the clustering results, but not the global consistency of the clusters. The clone selection algorithm is introduced to generate the initial code book using the splitting method. Further, it is proposed to generate the final code book using the flow distance based clone selection clustering method for optimization. The experimental results show that MDCSA achieves relatively high PSNR values for different code book sizes. The design method of clone selection based on manifold distance has better performance and effectiveness.","PeriodicalId":121879,"journal":{"name":"2021 International Conference on Intelligent Computing, Automation and Applications (ICAA)","volume":"89 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design of Vector Quantization Code Book Based on Clone Selection Algorithm and its Application\",\"authors\":\"Mengling Zhao, Meng Zhao, Xinlu Yang\",\"doi\":\"10.1109/ICAA53760.2021.00033\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to improve the drawback that the LBG algorithm is more sensitive to the initial code book, the similarity measure of Euclidean distance only reflects the local consistency characteristics of the clustering results, but not the global consistency of the clusters. The clone selection algorithm is introduced to generate the initial code book using the splitting method. Further, it is proposed to generate the final code book using the flow distance based clone selection clustering method for optimization. The experimental results show that MDCSA achieves relatively high PSNR values for different code book sizes. The design method of clone selection based on manifold distance has better performance and effectiveness.\",\"PeriodicalId\":121879,\"journal\":{\"name\":\"2021 International Conference on Intelligent Computing, Automation and Applications (ICAA)\",\"volume\":\"89 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 International Conference on Intelligent Computing, Automation and Applications (ICAA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICAA53760.2021.00033\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Intelligent Computing, Automation and Applications (ICAA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICAA53760.2021.00033","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design of Vector Quantization Code Book Based on Clone Selection Algorithm and its Application
In order to improve the drawback that the LBG algorithm is more sensitive to the initial code book, the similarity measure of Euclidean distance only reflects the local consistency characteristics of the clustering results, but not the global consistency of the clusters. The clone selection algorithm is introduced to generate the initial code book using the splitting method. Further, it is proposed to generate the final code book using the flow distance based clone selection clustering method for optimization. The experimental results show that MDCSA achieves relatively high PSNR values for different code book sizes. The design method of clone selection based on manifold distance has better performance and effectiveness.