STATISTICAL CHANGE DETECTION WITH MOMENTS UNDER TIME-VARYING ILLUMINATION

Citation
Sc. Liu et al., STATISTICAL CHANGE DETECTION WITH MOMENTS UNDER TIME-VARYING ILLUMINATION, IEEE transactions on image processing, 7(9), 1998, pp. 1258-1268
Citations number
17
Categorie Soggetti
Computer Science Software Graphycs Programming","Computer Science Theory & Methods","Engineering, Eletrical & Electronic","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
ISSN journal
10577149
Volume
7
Issue
9
Year of publication
1998
Pages
1258 - 1268
Database
ISI
SICI code
1057-7149(1998)7:9<1258:SCDWMU>2.0.ZU;2-D
Abstract
In this paper, an illumination-independent statistical change detectio n method is proposed. The proposed method consists of two parts. First , based on our defined circular shift moments, structural changes can be distinguished from those due to time-varying illumination in the no ise-free case, Moreover, the amount of computation is less than that o f the shading model method, Second, in the light of the characteristic s of the defined moments, a statistical decision rule is also proposed to cope with the effects of noise. The change detection problem can b e treated as one of hypothesis testing. Critical values can be chosen according to the desired level of significance. Experimental results i ndicate that the proposed method detects changes accurately in the tim e-varying illumination case.