A GUI system for region-based image compression using Principal Component Analysis

机译：使用主成分分析的基于区域的图像压缩的GUI系统

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Medical image compression has received great attention due to its increasing need to reduce the image size without compromising the diagnostically important medical information exhibited on the image. Region-based image compression based on Principal Component Analysis (PCA) has not widely been studied. Hence, in this paper, a GUI system that investigates the efficiency of the region-based compression was proposed. In this system, the user is able to trace the desired ROI on the image and the particular ROI selected will be preserved. From this work, it is found that region-based PCA performs better than PCA algorithm in terms of image quality, yielding comparable compression ratio as the PCA algorithm. The GUI system works as a user-friendly tool to compress the image upon the choice of the user to select the ROI and the compression range.

机译：由于其越来越需要降低图像尺寸而不会影响图像上展示的诊断重要的医疗信息，因此医学图像压缩受到极大的关注。基于主成分分析（PCA）的基于区域的图像压缩未得到广泛研究。因此，在本文中，提出了一种研究基于区域的压缩效率的GUI系统。在该系统中，用户能够跟踪图像上的所需投资回报率，并且所选择的特定ROI将被保留。从这项工作中，发现基于地区的PCA在图像质量方面比PCA算法更好地执行，产生与PCA算法相当的压缩比。 GUI系统作为用户友好的工具，在用户选择以选择ROI和压缩范围时压缩图像。

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《International Conference on Computational Science and Technology》|2014年|1-4|共4页
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Lim S.T.; Yap D.F.W.; Manap N.A.;
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data compression; graphical user interfaces; image coding; medical image processing; principal component analysis; GUI system; compression ratio; image quality; medical image compression; principal component analysis; region-based PCA algorithm; region-based compression; region-based image compression; user-friendly tool; Algorithm design and analysis; Graphical user interfaces; Image coding; Image quality; Medical diagnostic imaging; Principal component analysis; compression ratio; image quality; medical image compression; region of interest (ROI);

机译：数据压缩;图形用户界面;图像编码;医学图像处理;主要成分分析; GUI系统;压缩率;图像质量;医学图像压缩;主要成分分析;基于区域的PCA算法;基于区域的压缩;基于区域的图像压缩;用户友好的工具;算法设计和分析;图形用户界面;图像编码;图像质量;医学诊断成像;主成分分析;压缩比;图像质量;医学图像压缩;感兴趣区域（ROI）;

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专利

1. A modular clutter rejection technique for FLIR imagery using region-based principal component analysis [J] . Rizvi SA., Nasrabadi NM. Pattern Recognition: The Journal of the Pattern Recognition Society . 2002,第12期

机译：基于区域主成分分析的FLIR图像模块化杂波抑制技术
2. System-level model of hardware assisted still image compression based on two dimensional principal component analysis [J] . PAWEŁ FORCZMAŃSKI, PIOTR DZIURZAŃSKI Elektronika . 2007,第7期

机译：基于二维主成分分析的硬件辅助静止图像压缩系统级模型
3. Cloud enhancement of NOAH multispectral images by using independent component analysis and principal component analysis for sustainable systems [J] . Venkatakrishnamoorthy T., Reddy G. Umamaheswara Computers and Electrical Engineering . 2019,第期

机译：利用可持续系统的独立分量分析和主成分分析，云增强NOAH多光谱图像
4. A GUI system for region-based image compression using Principal Component Analysis [C] . Lim S.T., Yap D.F.W., Manap N.A. International Conference on Computational Science and Technology . 2014

机译：基于区域的图像压缩GUI系统，使用主成分分析
5. On the performance of JPEG2000 and principal component analysis in hyperspectral image compression. [D] . Zhu, Wei. 2007

机译：JPEG2000的性能及主成分分析在高光谱图像压缩中的应用。
6. Kernel Principal Component Analysis of Coil Compression in Parallel Imaging [O] . Yuchou Chang, Haifeng Wang 2018

机译：并行成像中线圈压缩的核主成分分析
7. Cloud enhancement of NOAA multispectral images by using independent component analysis and principal component analysis for sustainable systems [O] . T. Venkatakrishnamoorthy, G. Umamaheswara Reddy 2019

机译：NOAA多光谱图像通过使用可持续系统的独立分量分析和主成分分析来增强NOAA多光谱图像
8. Real time on-chip sequential adaptive principal component analysis for data feature extraction and image compression [R] . Duong, T. A. 2004

机译：用于数据特征提取和图像压缩的实时片上顺序自适应主成分分析

A GUI system for region-based image compression using Principal Component Analysis

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