Digital Image Forensics Using EM Algorithm

被引:0
|
作者
Lin, Tim-kun [1 ]
Huang, Chung-Lin [1 ]
机构
[1] Fo Guang Univ, Dept Informat, Ilan, Taiwan
关键词
Digital Image Forensics; Expectation-Maximization Algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Digital image forensics has become a very important research topic This paper proposes a method to detect the forgery of digital image by (I) computing the interpolated coefficient for the Images using expectation-maximization (EM) algorithm, (2) generating the probability map. (3) obtaining the frequency spectrum of the probability map, (4) determining whether an image has been tampered based on the periodicity characteristics of the spectrum The experimental results show that our approach is effective to detect Mice different image forgeries (a) an-brush or brush strokes, (b) different blurring filters. and (c) composite image taken from different cameras
引用
下载
收藏
页码:994 / 998
页数:5
相关论文
共 50 条
  • [21] Image retrieval using mixture models and EM algorithm
    Najjar, M
    Ambroise, C
    Cocquerez, JP
    IMAGE ANALYSIS, PROCEEDINGS, 2003, 2749 : 1114 - 1121
  • [22] Image segmentation using multiresolution wavelet analysis and expectation-maximization (EM) algorithm for digital mammography
    Univ of Massachusetts Dartmouth, N. Dartmouth, United States
    Int J Imaging Syst Technol, 5 (491-504):
  • [23] Image segmentation using multiresolution wavelet analysis and expectation-maximization (EM) algorithm for digital mammography
    Chen, CH
    Lee, GG
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 1997, 8 (05) : 491 - 504
  • [24] Develop an algorithm for image forensics using feature comparison and sharpness estimation
    Huynh Kha Tu
    Le Tien Thuong
    Ha Viet Uyen Synh
    Huynh Thanh Son
    Huynh Van Khoa
    2017 INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN SIGNAL PROCESSING, TELECOMMUNICATIONS & COMPUTING (SIGTELCOM), 2017, : 82 - 87
  • [25] A survey of passive technology for digital image forensics
    Luo W.
    Qu Z.
    Pan F.
    Huang J.
    Frontiers of Computer Science in China, 2007, 1 (2): : 166 - 179
  • [26] THE IMPACT OF EXPOSURE SETTINGS IN DIGITAL IMAGE FORENSICS
    Lin, Li
    Chen, Wenhao
    Wang, Yangxiao
    Reinder, Stephanie
    Wu, Min
    Guan, Yong
    Newman, Jennifer
    2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2018, : 540 - 544
  • [27] A review of image steganalysis techniques for digital forensics
    Karampidis, Konstantinos
    Kavallieratou, Ergina
    Papadourakis, Giorgos
    JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2018, 40 : 217 - 235
  • [28] Contrast Enhancement Estimation for Digital Image Forensics
    Wen, Longyin
    Qi, Honggang
    Lyu, Siwei
    ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2018, 14 (02)
  • [29] Transform coder classification for digital image forensics
    Tjoa, Steven
    Lin, W. Sabrina
    Liu, K. J. Ray
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 2901 - 2904
  • [30] INFOPRINT: INFORMATION THEORETIC DIGITAL IMAGE FORENSICS
    Ghosh, Aurobrata
    Zhong, Zheng
    Cruz, Steve
    Veeravasarapu, Subbu
    Singh, Maneesh
    Boult, Terrance E.
    2020 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2020, : 638 - 642