Nadim Ghaddar, Shouvik Ganguly, Lele Wang, Young-Han Kim
{"title":"A Lego- Brick Approach to Lossy Source Coding","authors":"Nadim Ghaddar, Shouvik Ganguly, Lele Wang, Young-Han Kim","doi":"10.1109/cwit55308.2022.9817668","DOIUrl":null,"url":null,"abstract":"Coding schemes for the lossy source coding problem are developed starting from point-to-point channel codes that are designed for symmetric channels. Bounds on the attained average distortion of the coding schemes are derived in terms of the parameters of the point-to-point channel codes. Assuming that the constituent channel codes satisfy some properties on the rate, the error probability and the input-output distribution of the decoding functions, the performance guarantees hold irrespective of other properties of the codes. Moreover, it is shown that the proposed coding schemes achieve the rate-distortion bound, provided that the constituent codes are rate-optimal. This would allow one to leverage commercial off-the-shelf codes for point-to-point symmetric channels in the practical implementation of lossy source codes.","PeriodicalId":401562,"journal":{"name":"2022 17th Canadian Workshop on Information Theory (CWIT)","volume":"71 6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 17th Canadian Workshop on Information Theory (CWIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/cwit55308.2022.9817668","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Coding schemes for the lossy source coding problem are developed starting from point-to-point channel codes that are designed for symmetric channels. Bounds on the attained average distortion of the coding schemes are derived in terms of the parameters of the point-to-point channel codes. Assuming that the constituent channel codes satisfy some properties on the rate, the error probability and the input-output distribution of the decoding functions, the performance guarantees hold irrespective of other properties of the codes. Moreover, it is shown that the proposed coding schemes achieve the rate-distortion bound, provided that the constituent codes are rate-optimal. This would allow one to leverage commercial off-the-shelf codes for point-to-point symmetric channels in the practical implementation of lossy source codes.