{"title":"基于非下采样contourlet变换和相干点漂移的二维凝胶电泳图像配准","authors":"Sagar Sudhakara, N. Patel, V. Gadre","doi":"10.1109/I2CT.2017.8226162","DOIUrl":null,"url":null,"abstract":"Proteomics is a field of science which deals with large scale analysis of proteins. Two dimensional gel electrophoresis (2DGE) is a technique used to study protein expression in this field. In 2DGE process, large number of protein spots are separated on the basis of their molecular weight and isoelectric point. A complete automated system is required for the analysis of 2DGE images. 2DGE images have non-linear background and are noisy. Hence, Image Registration and efficient pre-processing are the major challenges involved in automated analysis of proteins. We have used the Non Sub-sampled Contourlet Transform for denoising of 2DGE images and then registration of 2DGE images is accomplished by Coherent Point Drift (CPD) point-set registration algorithm. It has been shown that NSCT based denoising improves registration and it outperforms some of the existing registration methods.","PeriodicalId":343232,"journal":{"name":"2017 2nd International Conference for Convergence in Technology (I2CT)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Non-subsampled contourlet transform & coherent point drift based registration of 2D gel electrophoresis images\",\"authors\":\"Sagar Sudhakara, N. Patel, V. Gadre\",\"doi\":\"10.1109/I2CT.2017.8226162\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Proteomics is a field of science which deals with large scale analysis of proteins. Two dimensional gel electrophoresis (2DGE) is a technique used to study protein expression in this field. In 2DGE process, large number of protein spots are separated on the basis of their molecular weight and isoelectric point. A complete automated system is required for the analysis of 2DGE images. 2DGE images have non-linear background and are noisy. Hence, Image Registration and efficient pre-processing are the major challenges involved in automated analysis of proteins. We have used the Non Sub-sampled Contourlet Transform for denoising of 2DGE images and then registration of 2DGE images is accomplished by Coherent Point Drift (CPD) point-set registration algorithm. It has been shown that NSCT based denoising improves registration and it outperforms some of the existing registration methods.\",\"PeriodicalId\":343232,\"journal\":{\"name\":\"2017 2nd International Conference for Convergence in Technology (I2CT)\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 2nd International Conference for Convergence in Technology (I2CT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/I2CT.2017.8226162\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 2nd International Conference for Convergence in Technology (I2CT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/I2CT.2017.8226162","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Non-subsampled contourlet transform & coherent point drift based registration of 2D gel electrophoresis images
Proteomics is a field of science which deals with large scale analysis of proteins. Two dimensional gel electrophoresis (2DGE) is a technique used to study protein expression in this field. In 2DGE process, large number of protein spots are separated on the basis of their molecular weight and isoelectric point. A complete automated system is required for the analysis of 2DGE images. 2DGE images have non-linear background and are noisy. Hence, Image Registration and efficient pre-processing are the major challenges involved in automated analysis of proteins. We have used the Non Sub-sampled Contourlet Transform for denoising of 2DGE images and then registration of 2DGE images is accomplished by Coherent Point Drift (CPD) point-set registration algorithm. It has been shown that NSCT based denoising improves registration and it outperforms some of the existing registration methods.