Region Duplication Detection Using Image Feature Matching

被引:232
作者
Pan, Xunyu [1 ]
Lyu, Siwei [1 ]
机构
[1] SUNY Albany, Dept Comp Sci, Albany, NY 12222 USA
基金
美国国家科学基金会;
关键词
Digital image forensics; image feature matching; region duplication detection; EXPOSING DIGITAL FORGERIES;
D O I
10.1109/TIFS.2010.2078506
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Region duplication is a simple and effective operation to create digital image forgeries, where a continuous portion of pixels in an image, after possible geometrical and illumination adjustments, are copied and pasted to a different location in the same image. Most existing region duplication detection methods are based on directly matching blocks of image pixels or transform coefficients, and are not effective when the duplicated regions have geometrical or illumination distortions. In this work, we describe a new region duplication detection method that is robust to distortions of the duplicated regions. Our method starts by estimating the transform between matched scale invariant feature transform (SIFT) keypoints, which are insensitive to geometrical and illumination distortions, and then finds all pixels within the duplicated regions after discounting the estimated transforms. The proposed method shows effective detection on an automatically synthesized forgery image database with duplicated and distorted regions. We further demonstrate its practical performance with several challenging forgery images created with state-of-the-art tools.
引用
收藏
页码:857 / 867
页数:11
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