{"title":"Zuckerwatte (zcwt):一个开源的c++库,用于标准化连续小波变换的计算和后处理","authors":"Nicolai Spicher, M. Kukuk","doi":"10.1109/ISPA52656.2021.9552081","DOIUrl":null,"url":null,"abstract":"In this work we introduce the open-source C++ library zcwt - Zuckerwatte (german for cotton candy) for facilitating working with zero-crossings of the continuous wavelet transform. The software library allows for fully automatic i) computation of the continuous wavelet transform with Gaussian wavelets up to order 8, ii) zero-crossing detection in all calculated scales, and iii) concatenation of zero-crossings to form continuous lines across all scales. This allows to compute zero-crossing lines in a standardized and transparent way with well-defined parameters, enabling reproducible research. Furthermore, as an example application demonstrating the use of these lines we provide an implementation of the iv) multi-scale parameter estimation method and apply it to real-world problems. The library is based on the linear algebra software library Armadillo and has, apart from that, only little dependencies and is easily extensible; e.g., we provide a class for easy definition of other wavelets. We provide a CMake file for simple installation across all operating systems. The library is freely available at: https://github.com/nspi/zcwt.","PeriodicalId":131088,"journal":{"name":"2021 12th International Symposium on Image and Signal Processing and Analysis (ISPA)","volume":"241 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Zuckerwatte (zcwt): An open-source C++ library for standardizing computation and post-processing of the continuous wavelet transform\",\"authors\":\"Nicolai Spicher, M. Kukuk\",\"doi\":\"10.1109/ISPA52656.2021.9552081\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this work we introduce the open-source C++ library zcwt - Zuckerwatte (german for cotton candy) for facilitating working with zero-crossings of the continuous wavelet transform. The software library allows for fully automatic i) computation of the continuous wavelet transform with Gaussian wavelets up to order 8, ii) zero-crossing detection in all calculated scales, and iii) concatenation of zero-crossings to form continuous lines across all scales. This allows to compute zero-crossing lines in a standardized and transparent way with well-defined parameters, enabling reproducible research. Furthermore, as an example application demonstrating the use of these lines we provide an implementation of the iv) multi-scale parameter estimation method and apply it to real-world problems. The library is based on the linear algebra software library Armadillo and has, apart from that, only little dependencies and is easily extensible; e.g., we provide a class for easy definition of other wavelets. We provide a CMake file for simple installation across all operating systems. The library is freely available at: https://github.com/nspi/zcwt.\",\"PeriodicalId\":131088,\"journal\":{\"name\":\"2021 12th International Symposium on Image and Signal Processing and Analysis (ISPA)\",\"volume\":\"241 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 12th International Symposium on Image and Signal Processing and Analysis (ISPA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISPA52656.2021.9552081\",\"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 12th International Symposium on Image and Signal Processing and Analysis (ISPA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISPA52656.2021.9552081","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Zuckerwatte (zcwt): An open-source C++ library for standardizing computation and post-processing of the continuous wavelet transform
In this work we introduce the open-source C++ library zcwt - Zuckerwatte (german for cotton candy) for facilitating working with zero-crossings of the continuous wavelet transform. The software library allows for fully automatic i) computation of the continuous wavelet transform with Gaussian wavelets up to order 8, ii) zero-crossing detection in all calculated scales, and iii) concatenation of zero-crossings to form continuous lines across all scales. This allows to compute zero-crossing lines in a standardized and transparent way with well-defined parameters, enabling reproducible research. Furthermore, as an example application demonstrating the use of these lines we provide an implementation of the iv) multi-scale parameter estimation method and apply it to real-world problems. The library is based on the linear algebra software library Armadillo and has, apart from that, only little dependencies and is easily extensible; e.g., we provide a class for easy definition of other wavelets. We provide a CMake file for simple installation across all operating systems. The library is freely available at: https://github.com/nspi/zcwt.