奇异值分解
人工智能
模式识别(心理学)
计算机科学
离散小波变换
图像(数学)
维数(图论)
计算机视觉
词典序
工件(错误)
小波
数字图像
图像处理
数学
小波变换
组合数学
纯数学
作者
Guohui Li,Qiong Wu,Dan Tu,Shaojie Sun
标识
DOI:10.1109/icme.2007.4285009
摘要
The presence of duplicated regions in the image can be considered as a tell-tale sign for image forgery, which belongs to the research field of digital image forensics. In this paper, a blind forensics approach based on DWT (discrete wavelet transform) and SVD (singular value decomposition) is proposed to detect the specific artifact. Firstly, DWT is applied to the image, and SVD is used on fixed-size blocks of low-frequency component in wavelet sub-band to yield a reduced dimension representation. Then the SV vectors are then lexicographically sorted and duplicated image blocks will be close in the sorted list, and therefore will be compared during the detection steps. The experimental results demonstrate that the proposed approach can not only decrease computational complexity, but also localize the duplicated regions accurately even when the image was highly compressed or edge processed.
科研通智能强力驱动
Strongly Powered by AbleSci AI