{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,19]],"date-time":"2025-02-19T01:40:24Z","timestamp":1739929224691,"version":"3.37.3"},"reference-count":44,"publisher":"SPIE-Intl Soc Optical Eng","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Electron. Imaging"],"published-print":{"date-parts":[[2010,1,1]]},"DOI":"10.1117\/1.3295709","type":"journal-article","created":{"date-parts":[[2010,3,4]],"date-time":"2010-03-04T23:08:35Z","timestamp":1267744115000},"page":"013014","source":"Crossref","is-referenced-by-count":4,"title":["Detection of &lt;inline-formula&gt;&lt;math display=\"inline\" overflow=\"scroll\"&gt;&lt;mrow&gt;&lt;mi&gt;LSB&lt;\/mi&gt;&lt;mo&gt;\u00b1&lt;\/mo&gt;&lt;mn&gt;1&lt;\/mn&gt;&lt;\/mrow&gt;&lt;\/math&gt;&lt;\/inline-formula&gt; steganography based on co-occurrence matrix and bit plane clipping"],"prefix":"10.1117","volume":"19","author":[{"given":"Mojtaba","family":"Abolghasemi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"189","reference":[{"key":"10.1117\/1.3295709_r1","unstructured":"StegoArchive.com , available at http:\/\/stegoarchive.com (2009)."},{"key":"10.1117\/1.3295709_r2","unstructured":"N. F. Johnson , available at http:\/\/www.jjtc.com\/Security\/stegtools.htm (2009)."},{"key":"10.1117\/1.3295709_r3","unstructured":"M. Kharrazi, H. T. Sencar, and N. Memon , \u201cImage steganography: concepts and practice,\u201d WSPC\/Lecture Notes Series, vol. 11, pp. 22\u201328 (2004)."},{"key":"10.1117\/1.3295709_r4","unstructured":"C.-S. Lu ,Multimedia Security: Steganography and Digital Watermarking Techniques for Protection of Intellectual Property, Institute of Information Science, Idea Group Publishing, Academia Sinica, Taiwan, ROC (2004)."},{"key":"10.1117\/1.3295709_r5","doi-asserted-by":"publisher","DOI":"10.1117\/1.2400672"},{"key":"10.1117\/1.3295709_r6","doi-asserted-by":"crossref","unstructured":"R. Chandramouli , \u201cA mathematical framework for active steganalysis,\u201d inMultimedia Systems, vol. 9, pp. 303\u2013311, ACM Springer Multimedia Systems Special Issue on Multimedia Watermarking, Springer (2003).","DOI":"10.1007\/s00530-003-0101-8"},{"key":"10.1117\/1.3295709_r7","doi-asserted-by":"crossref","unstructured":"O. Dabeer, K. Sullivan, and B. S. Manjunath , \u201cDetection of hiding in the least significant bit,\u201dpresented at Conference on Information Sciences and Systems, IEEE Transactions on Signal Processing, Supplement on Secure Media I, vol. 52, pp. 3046\u20133058, The Johns Hopkins University, 12\u201314 March (2003).","DOI":"10.1109\/TSP.2004.833869"},{"key":"10.1117\/1.3295709_r8","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2002.807363"},{"key":"10.1117\/1.3295709_r9","doi-asserted-by":"crossref","unstructured":"T. Holotyak, J. Fridrich, and S. Voloshynovskiy , \u201cBlind statistical steganalysis of additive steganography using wavelet higher order statistics,\u201d in9th IFIP TC-6 TC-11 Conf. Communications and Multimedia Security, vol. 3677, pp. 273\u2013274, LNCS, Springer-Verlag, Berlin (2005).","DOI":"10.1007\/11552055_31"},{"key":"10.1117\/1.3295709_r10","doi-asserted-by":"crossref","unstructured":"A. Westfeld and R. Bo\u0308hme , \u201cExploiting preserved statistics for steganalysis,\u201d in6th International Workshop on Information Hiding, J. Fridrich , Ed., LNCS, Springer-Verlag, vol. 3200, pp. 82\u201396, Berlin Heidelberg (2005).","DOI":"10.1007\/978-3-540-30114-1_7"},{"key":"10.1117\/1.3295709_r11","unstructured":"M. van Dijk and F. Willems , \u201cEmbedding information in grayscale images,\u201d inProc. 22nd Symposium on Information and Communication Theory in the Benelux, pp. 147\u2013154, Enschede, The Netherlands (2001)."},{"key":"10.1117\/1.3295709_r12","doi-asserted-by":"crossref","unstructured":"P. Sallee , \u201cModel-based steganography,\u201d inProc. Int. Workshop on Digital Watermarking, T. Kalker , I. J. Cox , and Y. M. Ro , Eds., Seoul, Korea, vol. 2939, pp. 154\u2013167, Lecture Notes in Computer Science (LNCS 2939), New York (2003).","DOI":"10.1007\/978-3-540-24624-4_12"},{"key":"10.1117\/1.3295709_r13","doi-asserted-by":"crossref","unstructured":"G. Xuan, Q. Yao, C. Yang, J. Gao, P. Chai, Y. Q. Shi, and Z. Ni , \u201cLossless data hiding using histogram shifting method based on integer wavelets,\u201d inIWDW 2006, Y. Q. Shi and B. Jeon , Eds., vol. 4283, pp. 323\u2013332 LNCS (2006).","DOI":"10.1007\/11922841_26"},{"key":"10.1117\/1.3295709_r14","unstructured":"J. Harmsen and W. Pearlman , \u201cSteganalysis of additive noise modelable information hiding,\u201d inSecurity and Watermarking of Multimedia Contents V, Proc. SPIE, E. Delp, III and P. Wong , Eds., vol. 5020, pp. 131\u2013142 (2003)."},{"key":"10.1117\/1.3295709_r15","doi-asserted-by":"crossref","unstructured":"T. Sharp , \u201cAn implementation of key-based digital signal steganography,\u201d inProc. Information Hiding Workshop, I. Mosko-witz , Ed., vol. 2137, pp. 13\u201326, Springer LNCS (2001).","DOI":"10.1007\/3-540-45496-9_2"},{"key":"10.1117\/1.3295709_r16","doi-asserted-by":"crossref","unstructured":"A. Westfeld and A. Pfitzmann , \u201cAttacks on steganographic systems,\u201d inProc. Information Hiding Workshop, A. Pfitzmann , Ed., vol. 1768, pp. 61\u201376, Springer LNCS (1999).","DOI":"10.1007\/10719724_5"},{"key":"10.1117\/1.3295709_r17","doi-asserted-by":"crossref","unstructured":"R. Chandramouli and N. Memon , \u201cAnalysis of LSB based image steganography,\u201d inProc. IEEE International Conference on Image Processing, vol 3, pp. 1019\u20131022 (2001).","DOI":"10.1109\/ICIP.2001.958299"},{"key":"10.1117\/1.3295709_r18","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2004.833869"},{"key":"10.1117\/1.3295709_r19","doi-asserted-by":"crossref","unstructured":"M. T. Hogan, N. J. Hurley, G. C. M. Silvestre, F. Balado, and K. M. Whelan , \u201cML detection of steganography,\u201d inProc. SPIE Symp. on EIS&T, E. J. Delp, III and P. W. Wong , Eds., San Jose, CA, vol. 5681, pp. 16\u201327 (2005).","DOI":"10.1117\/12.587024"},{"key":"10.1117\/1.3295709_r20","unstructured":"N. Provos and P. Honeyman , \u201cDetecting steganographic content on the internet,\u201d inISOC NDSS\u201902, San Diego, CA (2002), available at http:www.citi.umich.edu\/techreports\/reports\/citi_tr_01-11.pdf (August 2001)."},{"key":"10.1117\/1.3295709_r21","doi-asserted-by":"crossref","unstructured":"K. Sullivan, Z. Bi, U. Madhow, S. Chandrasekaran, and B. S. Manjunath , \u201cSteganalysis of quantization index modulation data hiding,\u201d inProc. IEEE Int. Conf. on Image Processing, Singapore, pp. 1165\u20131168 (2004).","DOI":"10.1109\/ICIP.2004.1419511"},{"key":"10.1117\/1.3295709_r22","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-1684(03)00169-5"},{"key":"10.1117\/1.3295709_r23","doi-asserted-by":"crossref","unstructured":"Y. Wang and P. Moulin , \u201cSteganalysis of block-DCT steganography,\u201d inProc. IEEE Workshop on Statistical Signal Processing, St. Louis, 2003.","DOI":"10.1109\/SSP.2003.1289414"},{"key":"10.1117\/1.3295709_r24","doi-asserted-by":"publisher","DOI":"10.1117\/12.588121"},{"key":"10.1117\/1.3295709_r25","unstructured":"J. Fridrich and M. Goljan , \u201cPractical steganalysis of digital images\u2014state of the art,\u201d inSecurity watermarking multimedia contents, Proc. SPIE, E. J. Delp, III and P. W. Wong , Eds., vol. 4675, pp. 1\u201313 (2002)."},{"key":"10.1117\/1.3295709_r26","doi-asserted-by":"crossref","unstructured":"A. Ker , \u201cImproved detection of LSB steganography in grayscale images,\u201d inProc. Inf. Hiding Workshop, J. Fridrich , Ed., Springer LNCS, vol. 3200, pp. 97\u2013115 (2004).","DOI":"10.1007\/978-3-540-30114-1_8"},{"key":"10.1117\/1.3295709_r27","unstructured":"J. Fridrich, M. Goljan, and D. Hogea , \u201cAttacking the OutGuess,\u201d inProc. ACM Workshop on Multimedia and Security, Juan-Pins, France, pp. 3\u20136 (2002)."},{"key":"10.1117\/1.3295709_r28","unstructured":"A. Westfeld , \u201cDetecting low embedding rates,\u201d inProc. Inf. Hiding Workshop, F. A. P. Petitcolas , Eds., Springer LNCS, vol. 2578, pp. 324\u2013339 (2002)."},{"key":"10.1117\/1.3295709_r29","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2005.847889"},{"key":"10.1117\/1.3295709_r30","doi-asserted-by":"crossref","unstructured":"X. Li, T. Zeng, and B. Yang , \u201cA further study on steganalysis of LSB matching by calibration,\u201dProc., IEEE ICIP'08, pp. 2072\u20132075 (2008).","DOI":"10.1109\/ICIP.2008.4712194"},{"key":"10.1117\/1.3295709_r31","doi-asserted-by":"crossref","unstructured":"G. Xuan, Y. Q. Shi, C. Huang, D. Fu, X. Zhu, P. Chai, and J. Gao , \u201cSteganalysis using high-dimensional features derived from co-occurrence matrix and class-wise non-principal components analysis (CNPCA),\u201d inIWDW 2006, Y. Q. Shi and B. Jeon , Eds., vol. 4283, pp. 49\u201360, LNCS 4283, Springer, Berlin Heidelberg (2006).","DOI":"10.1007\/11922841_5"},{"key":"10.1117\/1.3295709_r32","doi-asserted-by":"crossref","unstructured":"J. Fridrich , \u201cFeature-based steganalysis for JPEG images and its implications for future design of steganographic schemes,\u201d inProc. Sixth Information Hiding Workshop, J. Fridrich , Ed., vol. 3200, pp. 67\u201381, LNCS, Springer (2004).","DOI":"10.1007\/978-3-540-30114-1_6"},{"key":"10.1117\/1.3295709_r33","doi-asserted-by":"crossref","unstructured":"T. Pevny and J. Fridrich , \u201cTowards multi-class blind steganalyzer for JPEG images,\u201d inLecture Notes in Computer Science: Proc. Intl. Workshop on Digital Watermarking, vol. 3710, pp. 39\u201353, Springer (2005).","DOI":"10.1007\/11551492_4"},{"key":"10.1117\/1.3295709_r34","doi-asserted-by":"crossref","first-page":"607201-1","DOI":"10.1117\/12.643254","volume":"6072","author":"Goljan","year":"2006","journal-title":"Proc. SPIE","ISSN":"https:\/\/id.crossref.org\/issn\/0277-786X","issn-type":"print"},{"key":"10.1117\/1.3295709_r35","doi-asserted-by":"crossref","unstructured":"J. Zhang, I. J. Cox, and G. Do\u0308err , \u201cSteganalysis for LSB matching in images with high-frequency noise,\u201d inProc. IEEE Workshop on Multimedia Signal Processing, pp. 385\u2013388 (2007).","DOI":"10.1109\/MMSP.2007.4412897"},{"key":"10.1117\/1.3295709_r36","doi-asserted-by":"crossref","unstructured":"G. Cancelli, G. Do\u0308err, I. J. Cox, and M. Barni , \u201cDetection of \u00b11 LSB steganography based on the amplitude of histogram local extrema,\u201d in15th IEE Int. Conf. on Image Processing, ICIP2008, pp. 1288\u20131291 (2008).","DOI":"10.1109\/ICIP.2008.4711998"},{"key":"10.1117\/1.3295709_r37","doi-asserted-by":"crossref","unstructured":"G. Cancelli, G. Do\u0308err, M. Barni, and I. J. Cox , \u201cA comparative study of \u00b11 steganalyzers,\u201d inIEEE Int. Workshop on Multimedia Signal Processing, pp. 791\u2013796, Digital Object Indentifier (2008).","DOI":"10.1109\/MMSP.2008.4665182"},{"key":"10.1117\/1.3295709_r38","doi-asserted-by":"crossref","unstructured":"M. Abolghasemi, H. Aghainia, K. Faez, and M. A. Mehrabi , \u201cSteganalysis of LSB matching based on co-occurrence matrix and removing most significant bit planes,\u201d inIntelligent Information Hiding and Multimedia Signal Processing (IIHMSP 2008), China, pp. 1527\u20131530 (2008).","DOI":"10.1109\/IIH-MSP.2008.242"},{"key":"10.1117\/1.3295709_r39","unstructured":"G. Do\u0308err , \u201cImage database for steganalysis studies,\u201d Available at http:\/\/www.adastral.ucl.ac.uk\/~gwendoer\/steganalysis (2008)."},{"key":"10.1117\/1.3295709_r40","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"SMC-3","author":"Haralick","year":"1973","journal-title":"IEEE Trans. Syst. Man Cybern.","ISSN":"https:\/\/id.crossref.org\/issn\/0018-9472","issn-type":"print"},{"key":"10.1117\/1.3295709_r41","doi-asserted-by":"crossref","unstructured":"Y. Q. Shi, C. Chen, and W. Chen , \u201cA Markov process based on approach to effective attacking JPEG steganalysis,\u201dPresented at Information Hiding Workshop (IHW06), vol. 4437\/2007, pp. 249\u2013264, Springer, Berlin\/Heidelberg, 10\u201312 July, 2006, Old Town Alexandria, VA.","DOI":"10.1007\/978-3-540-74124-4_17"},{"key":"10.1117\/1.3295709_r42","unstructured":"T. Fawcett , \u201cROC graphs: notes and practical considerations for researchers,\u201d HP Laboratories, Tech. Report (2004)."},{"key":"10.1117\/1.3295709_r43","unstructured":"U.S. Department of Agriculture , \u201cNatural resources conservation service photo gallery,\u201d available at http:\/\/photogallery.nrcs.usda.gov."},{"key":"10.1117\/1.3295709_r44","unstructured":"Corel Corporation , \u201cCorel stock photo library 3,\u201d Ontario, Canada, available at www.corel.com (2009)."}],"container-title":["Journal of Electronic Imaging"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/electronicimaging.spiedigitallibrary.org\/article.aspx?articleid=1100492","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,19]],"date-time":"2025-02-19T01:04:44Z","timestamp":1739927084000},"score":1,"resource":{"primary":{"URL":"http:\/\/electronicimaging.spiedigitallibrary.org\/article.aspx?doi=10.1117\/1.3295709"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,1,1]]},"references-count":44,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2010,1,1]]}},"URL":"https:\/\/doi.org\/10.1117\/1.3295709","relation":{},"ISSN":["1017-9909"],"issn-type":[{"type":"print","value":"1017-9909"}],"subject":[],"published":{"date-parts":[[2010,1,1]]}}}