Large-scale steganalysis using outlier detection method for image sharing application

作者: N Sruthi Das , P S Rasmi

DOI: 10.1109/ICCPCT.2015.7159320

关键词:

摘要: In past several years so many steganalysis techniques are emerged but none of them not efficient for real world image sharing applications where millions images transmitted. small scale individual detected suspicious payload. Here uses a different approach to determine most prolific steganographer who sends large volume secret data in the network. A new technique is introduced out number users, each user transmits numerous images. this method steganalytic features extracted from image, distance between users calculated and finding outlier deviate majority other users.

参考文章(10)
Andreas Westfeld, F5-A Steganographic Algorithm information hiding. ,vol. 2137, pp. 289- 302 ,(2001) , 10.1007/3-540-45496-9_21
Niels Provos, Defending against statistical steganalysis usenix security symposium. ,vol. 10, pp. 24- 24 ,(2001)
Andrew D. Ker, Tomas Pevny, The Steganographer is the Outlier: Realistic Large-Scale Steganalysis IEEE Transactions on Information Forensics and Security. ,vol. 9, pp. 1424- 1435 ,(2014) , 10.1109/TIFS.2014.2336380
Bin Li, Jiwu Huang, Yun Qing Shi, Steganalysis of YASS IEEE Transactions on Information Forensics and Security. ,vol. 4, pp. 369- 382 ,(2009) , 10.1109/TIFS.2009.2025841
Varun Chandola, Arindam Banerjee, Vipin Kumar, Anomaly detection: A survey ACM Computing Surveys. ,vol. 41, pp. 15- ,(2009) , 10.1145/1541880.1541882
Bernhard Schölkopf, Alex J. Smola, Karsten M. Borgwardt, Malte Rasch, Arthur Gretton, A Kernel Method for the Two-Sample-Problem neural information processing systems. ,vol. 19, pp. 513- 520 ,(2006)
Tomas Pevny, Jessica Fridrich, Multiclass Detector of Current Steganographic Methods for JPEG Format IEEE Transactions on Information Forensics and Security. ,vol. 3, pp. 635- 650 ,(2008) , 10.1109/TIFS.2008.2002936
Markus M. Breunig, Hans-Peter Kriegel, Raymond T. Ng, Jörg Sander, LOF: identifying density-based local outliers international conference on management of data. ,vol. 29, pp. 93- 104 ,(2000) , 10.1145/335191.335388
Qingxiao Guan, Jing Dong, Tieniu Tan, Evaluation of feature sets for steganalysis of JPEG image ieee youth conference on information, computing and telecommunications. pp. 359- 362 ,(2010) , 10.1109/YCICT.2010.5713119