Usage analysis of SVD, DWT and JPEG compression methods for image compression

Dewa Ayu Indah Cahya Dewi, I. Widyantara
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引用次数: 0

Abstract

Through image compression, can save bandwidth usage on telecommunication networks, accelerate image file sending time and can save memory in image file storage. Technique to reduce image size through compression techniques is needed. Image compression is one of the image processing techniques performed on digital images with the aim of reducing the redundancy of the data contained in the image so that it can be stored or transmitted efficiently. This research analyzed the results of image compression and measure the error level of the image compression results. The analysis to be carried out is in the form of an analysis of JPEG compression techniques with various types of images. The method of measuring the compression results uses the MSE and PSNR methods. Meanwhile, to determine the percentage level of compression using the compression ratio calculation. The average ratio for JPEG compression was 0.08605, the compression rate was 91.39%. The average compression ratio for the DWT method was 0.133090833, the compression rate was 86.69%. The average compression ratio of the SVD method was 0.101938833 and the compression rate was 89.80%.
分析了SVD、DWT和JPEG压缩方法在图像压缩中的应用
通过图像压缩,可以节省电信网络的带宽使用,加快图像文件的发送时间,节省图像文件存储的内存。需要通过压缩技术来减小图像大小的技术。图像压缩是对数字图像进行的图像处理技术之一,其目的是减少图像中包含的数据的冗余,以便有效地存储或传输图像。本研究对图像压缩结果进行了分析,并对图像压缩结果的误差程度进行了测量。所要进行的分析是对各种类型图像的JPEG压缩技术进行分析。压缩结果的测量方法采用了MSE和PSNR方法。同时,利用压缩比计算来确定压缩的百分比水平。JPEG压缩比平均为0.08605,压缩率为91.39%。DWT方法的平均压缩比为0.133090833,压缩率为86.69%。SVD方法的平均压缩比为0.101938833,压缩率为89.80%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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