JOURNAL ARTICLE

<title>Hierarchical weighted vector quantization (HWVQ) for embedded wavelet coding</title>

Ioannis KatsavounidisC.‐C. Jay Kuo

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2727 Pages: 548-559   Publisher: SPIE

Abstract

We propose a coding scheme that performs vector quantization (VQ) of the wavelet transform coefficients of an image. The proposed scheme uses different vector dimensions for different wavelet subbands and also different codebook sizes so that more bits are assigned to those subbands that have more energy. Another element of the proposed method is that the vector codebooks used are obtained recursively from the image that is to be compressed. By ordering the bit-stream properly, we can maintain the embedding property, since the wavelet coefficients are ordered according to their energy. Preliminary numerical experiments are presented to demonstrate the performance of the proposed method.

Keywords:
Codebook Vector quantization Embedding Linde–Buzo–Gray algorithm Wavelet Algorithm Wavelet transform Coding (social sciences) Computer science Quantization (signal processing) Mathematics Image compression Learning vector quantization Discrete wavelet transform Artificial intelligence Pattern recognition (psychology) Image (mathematics) Image processing

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Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Enhancement Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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