DocumentCode :
661295
Title :
The game of countering JPEG anti-forensics based on the noise level estimation
Author :
Yunwen Jiang ; Hui Zeng ; Xiangui Kang ; Li Liu
Author_Institution :
Sch. of Inf. Sci. & Technol., Sun Yat-sen Univ., Guangzhou, China
fYear :
2013
fDate :
Oct. 29 2013-Nov. 1 2013
Firstpage :
1
Lastpage :
9
Abstract :
It´s well known that JPEG image compression can result in quantization artifacts and blocking artifacts. There are plenty of forensic techniques making use of image´s compression fingerprints to verify digital images. However, when a forger exists, these methods are not reliable any more. One typical anti-forensic method is adding anti-forensic dither to DCT transform coefficients and erasing blocking artifacts to remove compression history. In this paper, we propose a new countering anti-forensic method based on estimating the noise added in the process of erasing blocking artifacts. The experimental results show that our method obtains an average detection accuracy of 98% on the UCID image database. Another advantage of our proposed method is that it has only one-dimensional feature and time-saving. Furthermore, we use the game theory to evaluate the performance of both sides, and identify the optimal strategies of both sides.
Keywords :
cryptography; data compression; discrete cosine transforms; feature extraction; game theory; image coding; image denoising; image forensics; visual databases; DCT transform coefficients; JPEG antiforensics countering game; JPEG image compression; UCID image database; antiforensic dither; antiforensic method; blocking artifacts; digital images; forensic techniques; game theory; image compression fingerprints; noise level estimation; quantization artifacts; Discrete cosine transforms; Estimation; Forensics; Image coding; Noise level; Quantization (signal); Transform coding;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal and Information Processing Association Annual Summit and Conference (APSIPA), 2013 Asia-Pacific
Conference_Location :
Kaohsiung
Type :
conf
DOI :
10.1109/APSIPA.2013.6694156
Filename :
6694156
Link To Document :
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