作者
Qingbo Zhang, Wei Lu, Ruxin Wang, Guoqiang Li
发表日期
2018/12/1
期刊
Multimedia Tools and Applications
卷号
77
期号
23
页码范围
31239-31260
出版商
Springer US
简介
Image splicing is very common and fundamental in image tampering. Many splicing detection schemes based on Markov features in transform domain have been proposed. Based on previous studies, the traditional DWT based schemes perform not better than the DCT based schemes. In this paper, a block DWT based scheme is proposed to improve the detection performance of the DWT based scheme. Firstly, the block DWT is applied on the source image. Then, the Markov features are constructed in block DWT domain to characterize the dependency among wavelet coefficients across positions. After that, feature selection method SVM-RFE is used to reduce the dimensionality of features. Finally, Support Vector Machine is exploited to classify the authentic and spliced images. Experiment results show that the detection performance of the features extracted in DWT domain can be improved with block …
学术搜索中的文章
Q Zhang, W Lu, R Wang, G Li - Multimedia Tools and Applications, 2018