DocumentCode :
3325731
Title :
Japanese character based printed source identification
Author :
Min-Jen Tsai ; Chien-Lun Hsu ; Jin-Sheng Yin ; Yuadi, Imam
Author_Institution :
Inst. of Inf. Manage., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fYear :
2015
fDate :
24-27 May 2015
Firstpage :
2800
Lastpage :
2803
Abstract :
Due to the advances of digital technology, digital contents are widely accepted all over the world. Since the criminal counterfeits and copyright infringement is still under study for the new digital media, there is an increasing need called digital forensics, which involves the collection and analysis of the original digital device, has become an important issue. This study offers a universal approach to extract the important statistical features from Gray Level Co-occurrence Matrix (GLCM), Discrete Wavelet Transform (DWT), Spatial filter, Wiener filter and Gabor filter to identify the printer source for Japanese characters. The average experimental results achieves high identification rate at 94.23% which is significantly superior to the existing known method of using GLCM at 77.31%. The result is also better than the technique for Chinese character identification method at 88.77%. This superior testing performance demonstrates that the proposed identification technique is very effective for Japanese character based source laser printer identification.
Keywords :
Gabor filters; Wiener filters; character recognition; copyright; discrete wavelet transforms; feature extraction; image forensics; image recognition; matrix algebra; spatial filters; Chinese character identification method; DWT; GLCM; Gabor filter; Japanese character based source laser printer identification; Wiener filter; copyright infringement; criminal counterfeits; digital contents; digital device analysis; digital device collection; digital forensics; digital media; digital technology; discrete wavelet transform; gray level co-occurrence matrix; spatial filter; statistical feature extraction; Accuracy; Discrete wavelet transforms; Feature extraction; Gabor filters; Printers; Spatial filters; Wiener filters; Discrete Wavelet Transform (DWT); Forensics; Gabor Filter; Spatial Filter; Support Vector Machines (SVM); Wiener Filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location :
Lisbon
Type :
conf
DOI :
10.1109/ISCAS.2015.7169268
Filename :
7169268
Link To Document :
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