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使用3D-SPIHT算法的Dicom彩色医学图像压缩在Pacs系统中的应用

Dicom Color Medical Image Compression using 3D-SPIHT for Pacs Application.

作者信息

Kesavamurthy T, Rani Subha

机构信息

Department of ECE, PSG College of Technology, Peelamedu, Coimbatore, India.

出版信息

Int J Biomed Sci. 2008 Jun;4(2):113-9.

Abstract

The proposed algorithm presents an application of 3D-SPIHT algorithm to color volumetric dicom medical images using 3D wavelet decomposition and a 3D spatial dependence tree. The wavelet decomposition is accomplished with biorthogonal 9/7 filters. 3D-SPIHT is the modern-day benchmark for three dimensional image compressions. The three-dimensional coding is based on the observation that the sequences of images are contiguous in the temporal axis and there is no motion between slices. Therefore, the 3D discrete wavelet transform can fully exploit the inter-slices correlations. The set partitioning techniques involve a progressive coding of the wavelet coefficients. The 3D-SPIHT is implemented and the Rate-distortion (Peak Signal-to-Noise Ratio (PSNR) vs. bit rate) performances are presented for volumetric medical datasets by using biorthogonal 9/7. The results are compared with the previous results of JPEG 2000 standards. Results show that 3D-SPIHT method exploits the color space relationships as well as maintaining the full embeddedness required by color image sequences compression and gives better performance in terms of the PSNR and compression ratio than the JPEG 2000. The results suggest an effective practical implementation for PACS applications.

摘要

所提出的算法展示了3D - SPIHT算法在彩色容积DICOM医学图像中的应用,该应用使用了3D小波分解和3D空间依赖树。小波分解通过双正交9/7滤波器完成。3D - SPIHT是三维图像压缩的现代基准。三维编码基于这样的观察:图像序列在时间轴上是连续的,并且切片之间没有运动。因此,3D离散小波变换可以充分利用切片间的相关性。集合划分技术涉及小波系数的渐进编码。实现了3D - SPIHT,并通过使用双正交9/7展示了容积医学数据集的率失真(峰值信噪比(PSNR)与比特率)性能。将结果与JPEG 2000标准的先前结果进行了比较。结果表明,3D - SPIHT方法利用了颜色空间关系,同时保持了彩色图像序列压缩所需的完全嵌入式特性,并且在PSNR和压缩比方面比JPEG 2000具有更好的性能。结果表明了一种适用于PACS应用的有效实际实现方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63f2/3614689/fa770e430f07/IJBS-4-113_F1.jpg

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