Efficient lossless coding of medical image volumes using reversible integer wavelet transforms

A. Bilgin, G. Zweig, M. Marcellin
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引用次数: 41

Abstract

A novel lossless medical image compression algorithm based on three-dimensional integer wavelet transforms and zerotree coding is presented. The EZW algorithm is extended to three dimensions and context-based adaptive arithmetic coding is used to improve its performance. The algorithm (3-D CB-EZW) efficiently encodes image volumes by exploiting the dependencies in all three dimensions, while enabling lossy and lossless compression from the same bitstream. Results on lossless compression of CT and MR images are presented, and compared to other lossless compression algorithms. The progressive performance of the 3-D CB-EZW algorithm is also compared to other lossy progressive coding algorithms. For representative images, the 3-D CB-EZW algorithm produced an average of 14% and 20% decrease in compressed file sizes for CT and MR images, respectively, compared to the best available 2-D lossless compression techniques.
利用可逆整数小波变换对医学图像体进行高效无损编码
提出了一种基于三维整数小波变换和零树编码的医学图像无损压缩算法。将EZW算法扩展到三维,并采用基于上下文的自适应算法编码来提高算法的性能。该算法(3-D CB-EZW)通过利用所有三个维度的依赖关系有效地编码图像体积,同时在同一比特流中实现有损和无损压缩。给出了CT和MR图像的无损压缩结果,并与其他无损压缩算法进行了比较。并将三维CB-EZW算法的累进性能与其他有损累进编码算法进行了比较。对于代表性图像,与现有的最佳二维无损压缩技术相比,3d CB-EZW算法对CT和MR图像的压缩文件大小分别平均减少14%和20%。
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