Title :
Camera/Mobile Phone Source Identification for Digital Forensics
Author :
Tsai, Min-Jen ; Lai, ChengLiang ; Liu, Jung
Author_Institution :
Inst. of Inf. Manage., Nat. Chiao Tung Univ., Hsinchu
Abstract :
Digital forensics has lately become one of the very important applications to identify the characteristics and the originality of the digital devices. This study has focused on analyzing the relationship between digital cameras and the photographs by using the support vector machine (SVM). Based on the fact that the internal imaging formation algorithms of the cameras are different from one manufacturer to another, our approach first calculates the characteristic values of the images taken by different cameras in conjunction with image processing techniques and data exploration methods. The training and categorization procedures of the image characteristic values are further conducted through SVM to identify the source camera of the images. Based on SVM´s ability to distinguish cameras of different brands, this study also examines whether the method can differentiate cameras of the same brand, or even the popular mobile phones with camera. The experiment results demonstrate that our approach can achieve higher identification rate for camera and mobile phone sources than the results from other literatures.
Keywords :
cameras; image processing; mobile handsets; support vector machines; SVM; camera source identification; data exploration methods; digital forensics; image processing techniques; internal imaging formation algorithms; mobile phone source identification; photographs; support vector machine; Color; Digital cameras; Digital forensics; Digital images; Frequency domain analysis; Humans; Image converters; Manufacturing processes; Mobile handsets; Support vector machines; cameras; correlation; feature extraction;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2007.366212