Blind Detection of Partial-Color-Manipulation Based on Self-PRNU Estimation

Author:

Yuting Sun1,Jing Guo1,Ling Du1,Yongzhen Ke1

Affiliation:

1. Tianjin Polytechnic University, Tianjin, China

Abstract

This article describes how to detect color manipulation which is a commonly used method in the field of digital image forgery. The difficulty that hue forgery does not change the image edges, shapes and gradations brings certain challenge to authenticity detection. Current methods utilize the PRNU from multiple un-tampered images, requiring the camera type to be known. However, the increasing varieties of digital devices greatly complicates the preparation of prior knowledge. This article proposes a blind detection method for partial color manipulation based on self-PRNU of suspicious image, eliminating the necessity of acquiring camera information. The authors estimate the PRNU of suspicious image by removing the regions due to its texture complexity. The tamper region is detected by calculating the correlation between estimated PRNU and residual noise. As to partial manipulation detection, an introduced threshold of connected components is used to reduce the false positive. The experimental results show that the method can effectively detect and locate the partial color manipulation.

Publisher

IGI Global

Reference19 articles.

1. Determining image origin and integrity using sensor noise. Information Forensics and Security;M.Chen;IEEE Transactions,2008

2. On the influence of denoising in PRNU based forgery detection

3. A bayesian-mrf approach for prnu-based image forgery detection.;G.Chierchia;IEEE Transactions on,2014

4. CFA pattern identification of digital cameras using intermediate value counting

5. Estimation of color modification in digital images by CFA pattern change

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