Image analysis through local information measures

被引:4
作者
Bruce, N [1 ]
机构
[1] Univ York, Dept Comp Sci, Toronto, ON M3J 1P3, Canada
来源
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 1 | 2004年
关键词
D O I
10.1109/ICPR.2004.1334223
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The properties of local image statistics are analyzed in a classic information theoretic setting. Local spatiochromatic image elements are, projected into a space in which constituent components are independent by way of independent component analysis, allowing a fast and tractable means of considering the joint likelihood of such statistics. Observation of this likelihood allows inferences to be made regarding the informativeness of a particular set of statistics. This operation is shown to illuminate a number of perceptually important image properties, allowing figure-ground segmentation, removal of common or expected image elements, and prediction of regions of interest.
引用
收藏
页码:616 / 619
页数:4
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