DocumentCode :
25061
Title :
Rotation Invariant Localization of Duplicated Image Regions Based on Zernike Moments
Author :
Seung-Jin Ryu ; Kirchner, Matthias ; Min-Jeong Lee ; Heung-Kyu Lee
Author_Institution :
Dept. of Comput. Sci., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Volume :
8
Issue :
8
fYear :
2013
fDate :
Aug. 2013
Firstpage :
1355
Lastpage :
1370
Abstract :
This paper proposes a forensic technique to localize duplicated image regions based on Zernike moments of small image blocks. We exploit rotation invariance properties to reliably unveil duplicated regions after arbitrary rotations. We devise a novel block matching procedure based on locality sensitive hashing and reduce false positives by examining the moments´ phase. A massive experimental test setup benchmarks our algorithm against state-of-the-art methods under various perspectives, examining both pixel-level localization and image-level detection performance. By taking signal characteristics into account and distinguishing between “textured” and “smooth” duplicated regions, we find that the proposed method outperforms prior art in particular when duplicated regions are smooth. Experiments indicate high robustness against JPEG compression, blurring, additive white Gaussian noise, and moderate scaling.
Keywords :
Zernike polynomials; cryptography; digital forensics; image coding; image matching; object detection; JPEG compression; Zernike moment; additive white Gaussian noise; block matching procedure; blurring; duplicated image region; forensic technique; image-level detection; locality sensitive hashing; moderate scaling; pixel-level localization; rotation invariance; rotation invariant localization; signal characteristic; Customer relationship management; Detectors; Digital images; Feature extraction; Forensics; Robustness; Vectors; Copy-move detection; Zernike moments; duplicated region localization; locality sensitive hashing;
fLanguage :
English
Journal_Title :
Information Forensics and Security, IEEE Transactions on
Publisher :
ieee
ISSN :
1556-6013
Type :
jour
DOI :
10.1109/TIFS.2013.2272377
Filename :
6553273
Link To Document :
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