Forensics feature analysis in quaternion wavelet domain for distinguishing photographic images and computer graphics

被引:0
|
作者
Jinwei Wang
Ting Li
Yun-Qing Shi
Shiguo Lian
Jingyu Ye
机构
[1] Nanjing University of Information Science and Technology,Jiangsu Engineering Center of Network Monitoring
[2] Nanjing University of Information Science and Technology,School of Computer and Software
[3] New Jersey Institute of Technology,Central Research Institute
[4] Huawei Technologies,undefined
来源
Multimedia Tools and Applications | 2017年 / 76卷
关键词
Quaternion wavelet transform; Contourlet wavelet transform; Discrete wavelet transform; Feature comparison; Forensics;
D O I
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中图分类号
学科分类号
摘要
In this paper, a novel set of features based on Quaternion Wavelet Transform (QWT) is proposed for digital image forensics. Compared with Discrete Wavelet Transform (DWT) and Contourlet Wavelet Transform (CWT), QWT produces the parameters, i.e., one magnitude and three angles, which provide more valuable information to distinguish photographic (PG) images and computer generated (CG) images. Some theoretical analysis are done and comparative experiments are made. The corresponding results show that the proposed scheme achieves 18 percents’ improvements on the detection accuracy than Farid’s scheme and 12 percents than Özparlak’s scheme. It may be the first time to introduce QWT to image forensics, but the improvements are encouraging.
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页码:23721 / 23737
页数:16
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