DocumentCode :
2314023
Title :
USING Image Features to Identify Camera Sources
Author :
Tsai, Min-Jen ; Wu, Guan-Hui
Author_Institution :
Inst. of Inf. Manage., Nat. Chiao Tung Univ.
Volume :
2
fYear :
2006
fDate :
14-19 May 2006
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 associated images. Digital image processing technology has been applied with data mining method to get images´ features. Those features were trained and classified to identify the camera sources from the images. In addition, the identification features were further categorized for improvements, based on the analyses, to enhance the precision rate of the identification. This research also compared not only cameras of different brands, but also those of the same manufacturer with similar models. This research has found that the feature based approach has better performance to distinguish the camera sources among brands. Further findings are discussed and suggested for the potential limit of the identification methods in real applications
Keywords :
cameras; data mining; digital photography; image processing; camera source identification; data mining method; digital cameras; digital devices; digital forensics; digital image processing technology; feature based approach; image features; Color; Data mining; Digital cameras; Digital forensics; Digital images; Image analysis; Image quality; Information management; Pixel; Wavelet domain;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
ISSN :
1520-6149
Print_ISBN :
1-4244-0469-X
Type :
conf
DOI :
10.1109/ICASSP.2006.1660338
Filename :
1660338
Link To Document :
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