HIERARCHICAL IMAGE-ANALYSIS USING IRREGULAR TESSELLATIONS

被引:109
作者
MONTANVERT, A
MEER, P
ROSENFELD, A
机构
[1] RUTGERS STATE UNIV,DEPT ELECT & COMP ENGN,NEW BRUNSWICK,NJ 08903
[2] UNIV MARYLAND,CTR AUTOMAT RES,COLLEGE PK,MD 20742
关键词
CONNECTED COMPONENTS; IMAGE PYRAMIDS; IMAGE SEGMENTATION; IRREGULAR TESSELLATIONS; MULTIRESOLUTION TECHNIQUES;
D O I
10.1109/34.88566
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a novel multiresolution image analysis technique based on hierarchies of irregular tessellations generated in parallel by independent stochastic processes. Like the "traditional" image pyramids these hierarchies are constructed in on the order of log(image-size) steps. However, the structure of a hierarchy is adapted to the image content and artifacts of rigid resolution reduction are avoided. We give two applications of our technique: connected component analysis of labeled images, and segmentation of gray level images. In labeled images, every connected component is reduced to a separate root, with the adjacency relations among the components also extracted. In gray level images the output is a segmentation of the image into a small number of classes as well as the adjaceny graph of the classes.
引用
收藏
页码:307 / 316
页数:10
相关论文
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