An Evaluation of Popular Copy-Move Forgery Detection Approaches

作者: Vincent Christlein , Christian Riess , Johannes Jordan , Corinna Riess , Elli Angelopoulou

DOI: 10.1109/TIFS.2012.2218597

关键词:

摘要: A copy-move forgery is created by copying and pasting content within the same image, potentially postprocessing it. In recent years, detection of forgeries has become one most actively researched topics in blind image forensics. considerable number different algorithms have been proposed focusing on types postprocessed copies. this paper, we aim to answer which processing steps (e.g., matching, filtering, outlier detection, affine transformation estimation) perform best various scenarios. The focus our analysis evaluate performance previously feature sets. We achieve casting existing a common pipeline. examined 15 prominent analyzed per-image basis per-pixel basis. challenging real-world dataset, software framework for systematic manipulation. Experiments show, that keypoint-based features Sift Surf, as well block-based DCT, DWT, KPCA, PCA, Zernike very well. These sets exhibit robustness against noise sources downsampling, while reliably identifying copied regions.

参考文章(38)
Noboru Ohnishi, Md. Khayrul Bashar, Hiroaki Kudo, Tetsuya Matsumoto, Yoshinori Takeuchi, Keiji Noda, Wavelet-Based Multiresolution Features for Detecting Duplications in Images Journal of Machine Vision and Applications. pp. 264- 267 ,(2007)
Vincent Christlein, Elli Angelopoulou, Christian Riess, A Study on Features for the Detection of Copy-Move Forgeries. Sicherheit. pp. 105- 116 ,(2010)
Seung-Jin Ryu, Min-Jeong Lee, Heung-Kyu Lee, Detection of copy-rotate-move forgery using Zernike moments information hiding. pp. 51- 65 ,(2010) , 10.1007/978-3-642-16435-4_5
Ismail Avcibas, Bulent Sankur, Sevinc Bayram, Nasir Memon, Image manipulation detection with Binary Similarity Measures european signal processing conference. pp. 1- 4 ,(2005)
David G. Lowe, Marius Muja, FAST APPROXIMATE NEAREST NEIGHBORS WITH AUTOMATIC ALGORITHM CONFIGURATION international conference on computer vision theory and applications. pp. 331- 340 ,(2009)
Jun-Wen WANG, Guang-Jie LIU, Zhan ZHANG, Yue-Wei DAI, Zhi-Quan WANG, Fast and Robust Forensics for Image Region-duplication Forgery: Fast and Robust Forensics for Image Region-duplication Forgery Acta Automatica Sinica. ,vol. 35, pp. 1488- 1495 ,(2010) , 10.3724/SP.J.1004.2009.01488
Babak Mahdian, Stanislav Saic, Detection of copy–move forgery using a method based on blur moment invariants Forensic Science International. ,vol. 171, pp. 180- 189 ,(2007) , 10.1016/J.FORSCIINT.2006.11.002
Brandon Dybala, Brian Jennings, David Letscher, Detecting filtered cloning in digital images Proceedings of the 9th workshop on Multimedia & security - MM&Sec '07. pp. 43- 50 ,(2007) , 10.1145/1288869.1288877
M. Bashar, K. Noda, N. Ohnishi, K. Mori, Exploring Duplicated Regions in Natural Images IEEE Transactions on Image Processing. pp. 1- 1 ,(2010) , 10.1109/TIP.2010.2046599