{"title":"基于Mumford-Shah模型的二维凝胶电泳图像中蛋白质斑点检测增强方法","authors":"Shaheera Rashwan","doi":"10.1109/ICICA56942.2022.00014","DOIUrl":null,"url":null,"abstract":"Many software programs are made for processing and analyzing two-dimensional gel electrophoresis (2-DGE) images. However, the anomalies existing in these 2d gel images make the reliable system needed to achieve for 2-DGE image processing and analysis still difficult to realize. In this paper, we propose a new 2-DGE images preprocessing technique. Our new technique depends on image inpainting using Mumford Shah Euler Lagrange to erase vertical and horizontal streaking from these images. Also, we compare the analysis of 2-DGE images inpainted by our proposed technique with non-inpainted images using the known commercial software Delta2D, and we compute the F-measure in both cases for three benchmark 2-DGE images. The results show a significant improvement when comparing analysis of inpainted images with non-inpainted images in subjective and objective ways.","PeriodicalId":340745,"journal":{"name":"2022 11th International Conference on Information Communication and Applications (ICICA)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mumford-Shah Model-Based Image Inpainting for Enhancing Protein Spot Detection in Two-Dimensional Gel Electrophoresis Images\",\"authors\":\"Shaheera Rashwan\",\"doi\":\"10.1109/ICICA56942.2022.00014\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Many software programs are made for processing and analyzing two-dimensional gel electrophoresis (2-DGE) images. However, the anomalies existing in these 2d gel images make the reliable system needed to achieve for 2-DGE image processing and analysis still difficult to realize. In this paper, we propose a new 2-DGE images preprocessing technique. Our new technique depends on image inpainting using Mumford Shah Euler Lagrange to erase vertical and horizontal streaking from these images. Also, we compare the analysis of 2-DGE images inpainted by our proposed technique with non-inpainted images using the known commercial software Delta2D, and we compute the F-measure in both cases for three benchmark 2-DGE images. The results show a significant improvement when comparing analysis of inpainted images with non-inpainted images in subjective and objective ways.\",\"PeriodicalId\":340745,\"journal\":{\"name\":\"2022 11th International Conference on Information Communication and Applications (ICICA)\",\"volume\":\"66 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 11th International Conference on Information Communication and Applications (ICICA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICICA56942.2022.00014\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 11th International Conference on Information Communication and Applications (ICICA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICICA56942.2022.00014","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
许多软件程序用于处理和分析二维凝胶电泳(2-DGE)图像。然而,这些二维凝胶图像中存在的异常使得实现2-DGE图像处理和分析所需的可靠系统仍然难以实现。本文提出了一种新的2-DGE图像预处理技术。我们的新技术依赖于使用Mumford Shah Euler Lagrange来消除这些图像上的垂直和水平条纹。此外,我们使用已知的商业软件Delta2D比较了使用我们提出的技术绘制的2-DGE图像与未绘制的图像的分析,并计算了三张基准2-DGE图像在两种情况下的F-measure。结果表明,在主观和客观两方面,对填充图像和非填充图像的分析有了显著的改进。
Mumford-Shah Model-Based Image Inpainting for Enhancing Protein Spot Detection in Two-Dimensional Gel Electrophoresis Images
Many software programs are made for processing and analyzing two-dimensional gel electrophoresis (2-DGE) images. However, the anomalies existing in these 2d gel images make the reliable system needed to achieve for 2-DGE image processing and analysis still difficult to realize. In this paper, we propose a new 2-DGE images preprocessing technique. Our new technique depends on image inpainting using Mumford Shah Euler Lagrange to erase vertical and horizontal streaking from these images. Also, we compare the analysis of 2-DGE images inpainted by our proposed technique with non-inpainted images using the known commercial software Delta2D, and we compute the F-measure in both cases for three benchmark 2-DGE images. The results show a significant improvement when comparing analysis of inpainted images with non-inpainted images in subjective and objective ways.