Median Filtering Forensics Scheme for Color Images Based on Quaternion Magnitude-Phase CNN

被引:9
|
作者
Wang, Jinwei [1 ]
Zhang, Yang [1 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Peoples R China
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2020年 / 62卷 / 01期
关键词
Quaternion transform; convolutional neural network; median filtering forensics; color image;
D O I
10.32604/cmc.2020.04373
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the paper, a convolutional neural network based on quaternion transformation is proposed to detect median filtering for color images. Compared with conventional convolutional neural network, color images can be processed in a holistic manner in the proposed scheme, which makes full use of the correlation between RGB channels. And due to the use of convolutional neural network, it can effectively avoid the one-sidedness of artificial features. Experimental results have shown the scheme's improvement over the state-of-the-art scheme on the accuracy of color image median filtering detection.
引用
收藏
页码:99 / 112
页数:14
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