A SEGMENTATION-BASED PREDICTIVE MULTIRESOLUTION IMAGE CODER

Authors
Citation
Xl. Wu et Yg. Fang, A SEGMENTATION-BASED PREDICTIVE MULTIRESOLUTION IMAGE CODER, IEEE transactions on image processing, 4(1), 1995, pp. 34-47
Citations number
16
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
10577149
Volume
4
Issue
1
Year of publication
1995
Pages
34 - 47
Database
ISI
SICI code
1057-7149(1995)4:1<34:ASPMIC>2.0.ZU;2-5
Abstract
Recursive rectilinear tessellations like quadtree are widely used in i mage coding, but a regular tessellation, despite its simple geometry, may not suit image compression because it is too rigid to reflect the scene structure of an image. This paper presents a new image pyramid f ormed by adaptive, tree-structured segmentation to be a framework of a predictive multiresolution image coder. Subjectively appealing compre ssion results are obtained at different resolutions by scene-adaptive, tree-structured segmentation and by exploiting the statistical depend ency between the layers of the image pyramid. The adaptive segmentatio n-based image coder is constructed by recursive, least-squares piecewi se functional approximation. The seemingly expensive encoding process can be made efficient by an incremental least-squares computation tech nique. The decoding is simple and can be done in real time if assisted by existing hardware technology.