JOURNAL ARTICLE

<title>Classified wavelet transform coding of images using vector quantization</title>

Young HuhJeoung-Yeon HwangCheol‐Ho ChoiRicardo L. de QueirozK.R. Rao

Year: 1994 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2308 Pages: 207-217   Publisher: SPIE

Abstract

The discrete wavelet transform (DWT) has recently emerged as a powerful technique for image compression in conjunction with a variety of quantization schemes. In this paper, a new image coding scheme--classified wavelet transform/vector quantization (DWT/CVQ)--is proposed to efficiently exploit correlation among different DWT layers aiming to improve its performance. In this scheme, DWT coefficients are rearranged to form the small blocks, which are composed of the corresponding coefficients from all the subbands. The block matrices are classified into four classes depending on the directional activities, i.e., energy distribution along each direction. These are further divided adaptively into subvectors depending on the DWT coefficient statistics as this allows efficient distribution of bits. The subvectors are then vector quantized. Simulation results show that under this technique the reconstruction images preserve the detail and structure in a subjective sense compared to other approaches at a bit rate of 0.3 bit/pel.

Keywords:
Discrete wavelet transform Quantization (signal processing) Vector quantization Wavelet transform Computer science Wavelet Algorithm Coding (social sciences) Transform coding Artificial intelligence Stationary wavelet transform Pattern recognition (psychology) Mathematics Discrete cosine transform Image (mathematics) Statistics

Metrics

5
Cited By
1.56
FWCI (Field Weighted Citation Impact)
0
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

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

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