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A comparison of lossless compression methods for medical images.

机译:医学图像无损压缩方法的比较。

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摘要

In this work, lossless grayscale image compression methods are compared on a medical image database. The database contains 10 different types of images with bit rates varying from 8 to 16 bits per pixel. The total number of test images was about 3000, originating from 125 different patient studies. Methods used for compressing the images include seven methods designed for grayscale images and 18 ordinary general-purpose compression programs. Furthermore, four compressed image file formats were used. The results show that the compression ratios strongly depend on the type of the image. The best methods turned out to be TMW, CALIC and JPEG-LS. The analysis step in TMW is very time-consuming. CALIC gives high compression ratios in a reasonable time, whereas JPEG-LS is nearly as effective and very fast.
机译:在这项工作中,在医学图像数据库上对无损灰度图像压缩方法进行了比较。该数据库包含10种不同类型的图像,每个像素的比特率从8到16位不等。来自125个不同的患者研究的测试图像总数约为3000张。用于压缩图像的方法包括为灰度图像设计的七种方法和18种普通的通用压缩程序。此外,使用了四种压缩图像文件格式。结果表明,压缩率很大程度上取决于图像的类型。最好的方法竟然是TMW,CALIC和JPEG-LS。 TMW中的分析步骤非常耗时。 CALIC在合理的时间内提供了很高的压缩率,而JPEG-LS几乎一样有效且非常快。

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