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Medical Image Compression Using Cubic Spline Interpolation with Bit-plane Compensation

机译:使用三次样条插值和位平面补偿的医学图像压缩

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摘要

In this paper, a modified medical image compression algorithm using cubic spline interpolation (CSI) is presented for telemedicine applications. The CSI is developed in order to subsample image data with minimal distortion and to achieve compression. It has been shown in literatures that the CSI can be combined with the JPEG algorithms to develop a modified JPEG codec, which obtains a higher compression ratio and a better quality of reconstructed image than the standard JPEG. However, this modified JPEG codec will lose some high-frequency components of medical images during compression process. To minimize the drawback arose from loss of these high-frequency components, this paper further makes use of bit-plane compensation to the modified JPEG codec. The bit-plane compensation algorithm used in this paper is modified from JBIG2 standard. Experimental results show that the proposed scheme can increase 20~30% compression ratio of original JPEG medical data compression system with similar visual quality. This system can reduce the loading of telecommunication networks and is quite suitable for low bit-rate telemedicine applications.
机译:在本文中,提出了一种改进的利用三次样条插值(CSI)的医学图像压缩算法,用于远程医疗应用。开发CSI是为了以最小的失真对图像数据进行二次采样并实现压缩。在文献中已经表明,CSI可以与JPEG算法结合以开发改进的JPEG编解码器,与标准的JPEG相比,该改进的JPEG编解码器获得更高的压缩率和更好的重建图像质量。但是,此修改后的JPEG编解码器将在压缩过程中丢失医学图像的某些高频分量。为了最大程度地减少由这些高频分量引起的缺陷,本文进一步对改进的JPEG编解码器使用了位平面补偿。本文使用的位平面补偿算法是从JBIG2标准修改而来的。实验结果表明,该方案可以提高原始JPEG医学数据压缩系统的20〜30%压缩率,且视觉质量相似。该系统可以减少电信网络的负载,非常适合于低比特率的远程医疗应用。

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