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Progressive wavelet volume rendering.

机译:渐进式小波体积渲染。

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摘要

This thesis discusses wavelet-based volume visualization and compression. Volume rendering is an important area in the field of scientific visualization, and it has become the most useful technique in medical imaging. With the rapid progress in medical techniques, more and more high-resolution 3D medical data are generated. Unfortunately, the sizes of these 3D data are usually beyond the ability of most of today's computers and networks. To effectively process these data, compression is needed.; A new lossless 3D wavelet-based volume compression algorithm is presented. This algorithm is a 3D extension of SPIHT algorithm in 2D image compression, and it has the property of embedded quantization. The algorithm is combined with a scan-converting volume rendering algorithm to achieve interactive visualization in medical imaging.; In order to process very high-resolution 3D medical data in a hierarchical way, a “lifting-up” scheme is introduced. This scheme sorts the wavelet coefficients not only according to their values, but also according to their spatial hierarchy in the multiresolutionally decomposed subbands. The wavelet coefficients with the lowest resolution are encoded/decoded first. Then, the coefficients at the next resolution level are transmitted. The refining process continues until all the coefficients at the finest resolution level are encoded/decoded. The performance of the new algorithm is presented.
机译:本文讨论了基于小波的体积可视化和压缩。体绘制是科学可视化领域中的重要领域,并且已成为医学成像中最有用的技术。随着医学技术的飞速发展,越来越多的高分辨率3D医学数据产生了。不幸的是,这些3D数据的大小通常超出了当今大多数计算机和网络的能力。为了有效地处理这些数据,需要压缩。提出了一种新的基于无损3D小波的体积压缩算法。该算法是SPIHT算法在2D图像压缩中的3D扩展,具有嵌入式量化的特性。该算法与扫描转换体绘制算法相结合,以实现医学成像中的交互式可视化。为了以分层方式处理非常高分辨率的3D医学数据,引入了“提升”方案。该方案不仅根据小波系数的值对小波系数进行分类,还根据多分辨率分解子带中的小波系数的空间层次对小波系数进行分类。具有最低分辨率的小波系数首先被编码/解码。然后,发送下一个分辨率级别的系数。精炼过程继续进行,直到所有分辨率最高的系数都被编码/解码为止。提出了新算法的性能。

著录项

  • 作者

    Liu, Yang.;

  • 作者单位

    The University of Regina (Canada).;

  • 授予单位 The University of Regina (Canada).;
  • 学科 Computer Science.
  • 学位 M.Sc.
  • 年度 2002
  • 页码 106 p.
  • 总页数 106
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化技术、计算机技术;
  • 关键词

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