REGION ADAPTIVE SPECTRAL TRANSFORMATION FOR WAVELET BASED COLOR IMAGE COMPRESSION

被引:1
|
作者
Bayazit, Ulug [1 ]
机构
[1] Istanbul Tech Univ, TR-80626 Istanbul, Turkey
关键词
Color; image coding; adaptive coding; Karhunen Loeve transforms; quadtrees; EFFICIENT;
D O I
10.1109/ICIP.2009.5414456
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In general, each region of a color image exhibits different spectral characteristics. Therefore, the energy compaction characteristic of a single global spectral transformation is rather weak for compression purposes. In this paper, we propose that different groups of wavelet coefficients of a color image be subjected to different spectral transformations prior to the spectral planes being coded by a wavelet-based image coder such as CSPIHT (Color Set Partitioning in Hierarchical Trees, [7]). The decomposition of the color image into such groups is succintly represented with a quadtree structure which is optimized for rate-distortion performance by means of a known analytical rate-distortion model for wavelet-based image codecs. The experiments show that, when integrated with the CSPIHT coder, the proposed region adaptive transformation method yields compression gains of 0.4-0.5 dB, on the average, for rates between 0.5bpp and 2.5bpp over the single global transformation method.
引用
收藏
页码:2817 / 2820
页数:4
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