DocumentCode :
3351312
Title :
Two-dimensional statistical test for the presence of almost cyclostationarity on images
Author :
Vázquez-Padín, David ; Mosquera, Carlos ; Pérez-González, Fernando
Author_Institution :
Signal Theor. & Commun. Dept., Univ. of Vigo, Vigo, Spain
fYear :
2010
fDate :
26-29 Sept. 2010
Firstpage :
1745
Lastpage :
1748
Abstract :
In this work, we study the presence of almost cyclostationary fields in images for the detection and estimation of digital forgeries. The almost periodically correlated fields in the two-dimensional space are introduced by the necessary interpolation operation associated with the applied spatial transformation. In this theoretical context, we extend a statistical time-domain test for presence of cyclostationarity to the two-dimensional space. The proposed method allows us to estimate the scaling factor and the rotation angle of resized and rotated images, respectively. Examples of the output of our method are shown and comparative results are presented to evaluate the performance of the two-dimensional extension.
Keywords :
covariance matrices; expectation-maximisation algorithm; image sampling; interpolation; 2D statistical test; cyclostationarity; digital forgeries; interpolation operation; Correlation; Estimation; Forgery; Frequency estimation; Interpolation; Laplace equations; Pixel; Image forensics; cyclostationarity; interpolation; resampling factor estimation; spatial transformation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
ISSN :
1522-4880
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2010.5652513
Filename :
5652513
Link To Document :
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