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Volumn 7, Issue 1, 2015, Pages 76-104

A hybrid evolutionary algorithm for feature and ensemble selection in image tampering detection

Author keywords

Evolutionary algorithms; Image forgery; Multiple classifiers systems; Optimal feature selection

Indexed keywords

CLASSIFICATION (OF INFORMATION); DIGITAL FORENSICS; EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; STATISTICAL TESTS;

EID: 84925004480     PISSN: 1751911X     EISSN: 17519128     Source Type: Journal    
DOI: 10.1504/IJESDF.2015.067996     Document Type: Article
Times cited : (23)

References (32)
  • 2
    • 84856462166 scopus 로고    scopus 로고
    • Analysis of non-aligned double JPEG artifacts for the localization of image forgeries
    • IEEE
    • Bianchi, T. and Piva, A. (2011) 'Analysis of non-aligned double JPEG artifacts for the localization of image forgeries', WIFS, IEEE.
    • (2011) WIFS
    • Bianchi, T.1    Piva, A.2
  • 3
    • 34250373244 scopus 로고    scopus 로고
    • Image splicing detection using 2-D phase congruency and statistical moments of characteristic function
    • Chen, W., Shi, Y.Q. and Su, W. (2007) 'Image splicing detection using 2-D phase congruency and statistical moments of characteristic function', Proceedings of SPIE, p.6.
    • (2007) Proceedings of SPIE
    • Chen, W.1    Shi, Y.Q.2    Su, W.3
  • 5
    • 85032768213 scopus 로고    scopus 로고
    • A survey of image forgery detection
    • Farid, H. (2009) 'A survey of image forgery detection', IEEE Signal Processing Magazine, Vol. 26, No. 2, pp.16-25.
    • (2009) IEEE Signal Processing Magazine , vol.26 , Issue.2 , pp. 16-25
    • Farid, H.1
  • 6
    • 26944454497 scopus 로고    scopus 로고
    • ROC graphs: Notes and practical considerations for researchers
    • Fawcett, T. (2004) 'ROC graphs: notes and practical considerations for researchers', Machine Learning, Vol. 31, pp.1-38.
    • (2004) Machine Learning , vol.31 , pp. 1-38
    • Fawcett, T.1
  • 9
    • 84864277926 scopus 로고    scopus 로고
    • Digital image splicing detection based on markov features in DCT and DWT domain
    • He, Z., Lu, W., Sun, W. and Huang, J. (2012) 'Digital image splicing detection based on Markov features in DCT and DWT domain', Pattern Recognition, Vol. 45, No. 12, pp.4292-4299.
    • (2012) Pattern Recognition , vol.45 , Issue.12 , pp. 4292-4299
    • He, Z.1    Lu, W.2    Sun, W.3    Huang, J.4
  • 13
    • 16244383473 scopus 로고    scopus 로고
    • Phase correlation-based matching method with sub-pixel accuracy for translated and rotated images
    • August
    • Jingying, J., Xiaodong, H., Kexin, X. and Qilian, Y. (2002) 'Phase correlation-based matching method with sub-pixel accuracy for translated and rotated images', Signal Processing, 2002 6th International Conference on, August, Vol. 1, pp.752-755.
    • (2002) Signal Processing, 2002 6th International Conference on , vol.1 , pp. 752-755
    • Jingying, J.1    Xiaodong, H.2    Kexin, X.3    Qilian, Y.4
  • 15
    • 0006420689 scopus 로고    scopus 로고
    • Image features from phase congruency
    • Kovesi, P. (1999) 'Image features from phase congruency', Journal of Computer Vision Research, Vol. 1, No. 3, pp.1-26.
    • (1999) Journal of Computer Vision Research , vol.1 , Issue.3 , pp. 1-26
    • Kovesi, P.1
  • 16
    • 0034314744 scopus 로고    scopus 로고
    • Designing classifier fusion systems by genetic algorithms
    • Kuncheva, L.I. and Jain, L.C. (2000) 'Designing classifier fusion systems by genetic algorithms', IEEE Transactions on Evolutionary Computation, Vol. 4, No. 4, pp.327-336.
    • (2000) IEEE Transactions on Evolutionary Computation , vol.4 , Issue.4 , pp. 327-336
    • Kuncheva, L.I.1    Jain, L.C.2
  • 17
    • 0034825617 scopus 로고    scopus 로고
    • Optimisation of HMM topology and its model parameters by genetic algorithms
    • Kwong, S., Chan, C., Man, K. and Tang, K. (2001) 'Optimisation of HMM topology and its model parameters by genetic algorithms', Pattern Recognition, Vol. 34, No. 2, pp.509-522.
    • (2001) Pattern Recognition , vol.34 , Issue.2 , pp. 509-522
    • Kwong, S.1    Chan, C.2    Man, K.3    Tang, K.4
  • 19
    • 58149235809 scopus 로고    scopus 로고
    • A sorted neighbourhood approach for detecting duplicated regions in image forgeries based on DWT and SVD
    • Li, G., Wu, Q., Tu, D. and Sun, S. (2007) 'A sorted neighbourhood approach for detecting duplicated regions in image forgeries based on DWT and SVD', Proceedings of ICME, pp.1750-1753.
    • (2007) Proceedings of ICME , pp. 1750-1753
    • Li, G.1    Wu, Q.2    Tu, D.3    Sun, S.4
  • 20
    • 84862959976 scopus 로고    scopus 로고
    • An integrated technique for splicing and copy-move forgery image detection
    • Lin, S. and Wu, T. (2011) 'An integrated technique for splicing and copy-move forgery image detection', International Congress on Image and Signal Processing, Vol. 2, pp.1086-1090.
    • (2011) International Congress on Image and Signal Processing , vol.2 , pp. 1086-1090
    • Lin, S.1    Wu, T.2
  • 24
    • 38049166461 scopus 로고    scopus 로고
    • A markov process based approach to effective attaching JPEG steganography
    • Springer, Heidelberg
    • Shi, Y.Q., Chen, C. and Chen, W. (2007) 'A Markov process based approach to effective attaching JPEG steganography', LNCS, Vol. 437, pp.249-264, Springer, Heidelberg.
    • (2007) LNCS , vol.437 , pp. 249-264
    • Shi, Y.Q.1    Chen, C.2    Chen, W.3
  • 25
    • 50649111679 scopus 로고    scopus 로고
    • Hierarchical ensemble of global and local classifiers for face recognition
    • Su, Y., Shan, S., Chen, X.L. and Gao, W. (2007) 'Hierarchical ensemble of global and local classifiers for face recognition', IEEE Transactions on Image Processing, pp.1-8.
    • (2007) IEEE Transactions on Image Processing , pp. 1-8
    • Su, Y.1    Shan, S.2    Chen, X.L.3    Gao, W.4
  • 26
    • 78349285902 scopus 로고    scopus 로고
    • Rake transform and edge statistics for image forgery detection
    • IEEE
    • Sutthiwan, P., Shi, Y.Q., Su, W. and Ng, T.T. (2010) 'Rake transform and edge statistics for image forgery detection', ICME, IEEE.
    • (2010) ICME
    • Sutthiwan, P.1    Shi, Y.Q.2    Su, W.3    Ng, T.T.4
  • 31
    • 0033362601 scopus 로고    scopus 로고
    • Evolving artificial neural networks
    • Yao, X. (1999) 'Evolving artificial neural networks', Proceedings of the IEEE, Vol. 87, No. 9, pp.1423-1447.
    • (1999) Proceedings of the IEEE , vol.87 , Issue.9 , pp. 1423-1447
    • Yao, X.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.