TY - CHAP
T1 - Identifying Device Brand by Using Characteristics of Color Filter Array
AU - Chang, Tang You
AU - Lin, Guo Shiang
AU - Tai, Shen Chuan
PY - 2013
Y1 - 2013
N2 - In this paper, we propose a passive scheme for photorealistic com-puter generated image (PRCG) identification and device brand classification. To this end, a periodic phenomenon of variance of pixel values resulting from demosaicing process is analyzed in RGB color space. Based on the phenome-non, the proposed scheme is composed of color space transformation, high-pass filtering, feature extraction, and classification. To make the phenomenon ob-vious, a high-pass filter is performed. The periodic phenomenons in different directions are measured as features in the Fourier domain and combined with a hierarchical classifier for PRCG detection and brand identification simulta-neously. Experimental results show that our proposed scheme can not only detect photographic images (PIM) but also determine what brand of a camera is used.
AB - In this paper, we propose a passive scheme for photorealistic com-puter generated image (PRCG) identification and device brand classification. To this end, a periodic phenomenon of variance of pixel values resulting from demosaicing process is analyzed in RGB color space. Based on the phenome-non, the proposed scheme is composed of color space transformation, high-pass filtering, feature extraction, and classification. To make the phenomenon ob-vious, a high-pass filter is performed. The periodic phenomenons in different directions are measured as features in the Fourier domain and combined with a hierarchical classifier for PRCG detection and brand identification simulta-neously. Experimental results show that our proposed scheme can not only detect photographic images (PIM) but also determine what brand of a camera is used.
UR - http://www.scopus.com/inward/record.url?scp=84879319628&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84879319628&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-35473-1_35
DO - 10.1007/978-3-642-35473-1_35
M3 - Chapter
AN - SCOPUS:84879319628
SN - 9783642354724
T3 - Smart Innovation, Systems and Technologies
SP - 349
EP - 358
BT - Advances in Intelligent Systems and Applications - Volume 2
A2 - Ruay-Shiung, Chang
A2 - Sheng-Lung, Peng
A2 - Chia-Chen, Lin
ER -