2005 · 152 citations · 6 references
ArtsComputer EngineeringComputer ScienceComputer VisionData StructuresDigital ImagingCoding TheoryData CompressionDigital Image ProcessingImage AnalysisImage CompressionImage ProcessingClusteringCodingImage EncodingNearest Neighbor MatchingQuantizationVector ClusteringVector Quantization
An image is partitioned into cells of pxp pixels. Each cell is regarded as a vector of dimension p <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup> and is encoded by searching through a codebook for a nearest matching representative vector. A binary word identifying the selected representative vector is assigned as the codeword to describe the original cell. The decoder uses this codeword to address a codebook. Each entry of the codebook contains a full precision digital representation of one of the N representative vectors. The codebook design is based on a clustering technique for vector quantizer design preceded by a classification of training cells into edge or shade cells. Results for coding rates from 0.5 to 1.5 bits/pixel are discussed. Vector quantization appears to be a powerful and promising technique for image coding.
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An Algorithm for Vector Quantizer Design
Y. Linde, A. Buzo, Robert M. Gray · IEEE Transactions on Communications · 1980 · 7.2K citations