Fractal image compression with region-based functionality

被引:36
|
作者
Belloulata, K [1 ]
Konrad, J
机构
[1] Univ Sherbrooke, Dept Genie Elect & Genie Informat, Sherbrooke, PQ J1K 2R1, Canada
[2] Boston Univ, Dept Elect & Comp Engn, Boston, MA 02215 USA
基金
加拿大自然科学与工程研究理事会;
关键词
fractal image coding; region-based coding; region-based functionalities; still image coding;
D O I
10.1109/TIP.2002.999669
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Region-based functionality offered by the MPEG-4 video compression standard is also appealing for still images, for example to permit object-based queries of a still-image database. A popular method for still-image compression is fractal coding. However, traditional fractal image coding uses rectangular range and domain blocks. Although new schemes have been proposed that merge small blocks into irregular shapes, the merging process does not, in general, produce semantically-meaningful regions. We propose a new approach to fractal image coding that permits region-based functionalities; images are coded region by region according to a previously-computed segmentation map. We use rectangular range and domain blocks, but divide boundary blocks into segments belonging to different regions. Since this prevents the use of standard dissimilarity measure, we propose a new measure adapted to segment shape. We propose two approaches: one in the spatial and one in the transform domain. While providing additional functionality, the proposed methods perform similarly to other tested methods in terms of PSNR but often result in images that are subjectively better. Due to the limited domain-block code-book size, the new methods are faster than other fractal coding methods tested. The results are very encouraging and show the potential of this approach for various internet and still-image database applications.
引用
收藏
页码:351 / 362
页数:12
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