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System and method for encoding/decoding multidimensional data using successive approximation multi-stage vector quantization

机译:使用逐次逼近多级向量量化对多维数据进行编码/解码的系统和方法

摘要

The present method relates to a method for encoding image data using vector quantization. According to the invention, a small first codebook is determined. Each image vector of the image data is then encoded by determining a codevector within the first codebook that best approximates the image vector within the image data. A first index map is generated by replacing each image vector with an index indicative of the codevector's location within the first codebook. Then difference data are evaluated based on the original image data and the encoded image data. Each error vector of the difference data is then encoded using another small codebook. In another index map the error vectors are then replaced with an index indicative of the codevector's location within the other codebook. Evaluation of the error based on the difference data and the encoded difference data provides new difference data which is used to evaluate the fidelity of the approximation process performed for compression. The steps of encoding of the difference data are repeated until a control error of the difference data is smaller than a given threshold.
机译:本方法涉及一种使用矢量量化对图像数据进行编码的方法。根据本发明,确定小的第一码本。然后,通过确定第一码本内的最接近图像数据内的图像矢量的码矢量来对图像数据的每个图像矢量进行编码。通过用指示代码矢量在第一码本内的位置的索引替换每个图像矢量来生成第一索引图。然后,基于原始图像数据和编码图像数据评估差异数据。然后,使用另一个小码本对差异数据的每个误差向量进行编码。然后,在另一个索引图中,将误差向量替换为一个索引,该索引指示该代码向量在另一个代码簿中的位置。基于差异数据和编码的差异数据的误差评估提供了新的差异数据,该新的差异数据用于评估为压缩而执行的近似处理的保真度。重复对差异数据进行编码的步骤,直到差异数据的控制误差小于给定阈值为止。

著录项

  • 公开/公告号US6701021B1

    专利类型

  • 公开/公告日2004-03-02

    原文格式PDF

  • 申请/专利权人 CANADIAN SPACE AGENCY;

    申请/专利号US20000717220

  • 发明设计人 ALLAN B. HOLLINGER;SHEN-EN QIAN;

    申请日2000-11-22

  • 分类号G06K94/56;

  • 国家 US

  • 入库时间 2022-08-21 23:13:23

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