{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T09:41:18Z","timestamp":1773740478857,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":25,"publisher":"ACM","license":[{"start":{"date-parts":[[2012,9,6]],"date-time":"2012-09-06T00:00:00Z","timestamp":1346889600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2012,9,6]]},"DOI":"10.1145\/2361407.2361409","type":"proceedings-article","created":{"date-parts":[[2012,9,12]],"date-time":"2012-09-12T13:01:27Z","timestamp":1347454887000},"page":"1-10","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":46,"title":["Batch steganography in the real world"],"prefix":"10.1145","author":[{"given":"Andrew David","family":"Ker","sequence":"first","affiliation":[{"name":"University of Oxford, Oxford, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tomas","family":"Pevny","sequence":"additional","affiliation":[{"name":"Czech Technical University in Prague, Prague, Czech Rep"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2012,9,6]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/342009.335388"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2010.2077629"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/WIFS.2010.5711444"},{"key":"e_1_3_2_1_4_1","series-title":"Proc","first-page":"78800F","volume-title":"Media Watermarking, Security, and Forensics XIV","author":"Filler T.","unstructured":"T. Filler and J. Fridrich . Design of adaptive steganographic schemes for digital images . In N. D. Memon, J. Dittmann, A. M. Alattar, and E. J. Delp III, editors, Media Watermarking, Security, and Forensics XIV , volume 7880 of Proc . SPIE , page 78800F . SPIE, 2011. T. Filler and J. Fridrich. Design of adaptive steganographic schemes for digital images. In N. D. Memon, J. Dittmann, A. M. Alattar, and E. J. Delp III, editors, Media Watermarking, Security, and Forensics XIV, volume 7880 of Proc. SPIE, page 78800F. SPIE, 2011."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2011.2134094"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2005.863487"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/1288869.1288872"},{"key":"e_1_3_2_1_8_1","first-page":"513","volume-title":"A kernel method for the two-sample problem","author":"Gretton A.","year":"2007","unstructured":"A. Gretton , K. M. Borgwardt , M. J. Rasch , B. Sch\u00f6lkopf , and A. J. Smola . A kernel method for the two-sample problem . pages 513 -- 520 , 2007 . A. Gretton, K. M. Borgwardt, M. J. Rasch, B. Sch\u00f6lkopf, and A. J. Smola. A kernel method for the two-sample problem. pages 513--520, 2007."},{"key":"e_1_3_2_1_9_1","volume-title":"Implementation of the Steghide algorithm ver. 0.5.1 (released","author":"Hetzl S.","year":"2003","unstructured":"S. Hetzl . Implementation of the Steghide algorithm ver. 0.5.1 (released October 2003 ). http:\/\/steghide.sourceforge.net\/, last accessed April 2012. S. Hetzl. Implementation of the Steghide algorithm ver. 0.5.1 (released October 2003). http:\/\/steghide.sourceforge.net\/, last accessed April 2012."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/11552055_12"},{"key":"e_1_3_2_1_11_1","series-title":"LNCS","first-page":"265","volume-title":"Proc. 8th Information Hiding Workshop","author":"Ker A. D.","year":"2006","unstructured":"A. D. Ker . Batch steganography and pooled steganalysis . In J. Camenisch, C. Collberg, N. Johnson, and P. Sallee, editors, Proc. 8th Information Hiding Workshop , volume 4437 of LNCS , pages 265 -- 281 . Springer , 2006 . A. D. Ker. Batch steganography and pooled steganalysis. In J. Camenisch, C. Collberg, N. Johnson, and P. Sallee, editors, Proc. 8th Information Hiding Workshop, volume 4437 of LNCS, pages 265--281. Springer, 2006."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"crossref","unstructured":"A. D.\n      Ker\n    .\n  Batch steganography and the threshold game\n  . In E. Delp III and P. Wong editors Security Steganography and Watermarking of Multimedia Contents IX volume \n  6505\n   of \n  Proc\n  . SPIE pages \n  0401\n  --\n  0413\n  . \n  SPIE 2007\n  .  A. D. Ker. Batch steganography and the threshold game. In E. Delp III and P. Wong editors Security Steganography and Watermarking of Multimedia Contents IX volume 6505 of Proc. SPIE pages 0401--0413. SPIE 2007.","DOI":"10.1117\/12.703334"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-88961-8_4"},{"key":"e_1_3_2_1_14_1","series-title":"Proc","first-page":"U01","volume-title":"Media Watermarking, Security, and Forensics XIII","author":"Ker A. D.","year":"2011","unstructured":"A. D. Ker and T. Pevn\u00fd . A new paradigm for steganalysis via clustering . In N. Memon, J. Dittmann, A. Alattar, and E. Delp III, editors, Media Watermarking, Security, and Forensics XIII , volume 7880 of Proc . SPIE, pages 0 U01 -- U0U 13. SPIE , 2011 . A. D. Ker and T. Pevn\u00fd. A new paradigm for steganalysis via clustering. In N. Memon, J. Dittmann, A. Alattar, and E. Delp III, editors, Media Watermarking, Security, and Forensics XIII, volume 7880 of Proc. SPIE, pages 0U01--0U13. SPIE, 2011."},{"key":"e_1_3_2_1_15_1","series-title":"Proc","first-page":"N01","volume-title":"Media Watermarking, Security, and Forensics XIV","author":"Ker A. D.","year":"2012","unstructured":"A. D. Ker and T. Pevn\u00fd . Identifying a steganographer in realistic and heterogeneous data sets . In N. Memon, A. Alattar, and E. Delp III, editors, Media Watermarking, Security, and Forensics XIV , volume 8303 of Proc . SPIE, pages 0 N01 -- N0N 13. SPIE , 2012 . A. D. Ker and T. Pevn\u00fd. Identifying a steganographer in realistic and heterogeneous data sets. In N. Memon, A. Alattar, and E. Delp III, editors, Media Watermarking, Security, and Forensics XIV, volume 8303 of Proc. SPIE, pages 0N01--0N13. SPIE, 2012."},{"key":"e_1_3_2_1_16_1","volume-title":"simulator of the nsF5 algorithm with wet paper codes (released","author":"Kodovsk\u00fd J.","year":"2008","unstructured":"J. Kodovsk\u00fd . simulator of the nsF5 algorithm with wet paper codes (released 2008 ). http:\/\/dde.binghamton.edu\/download\/nsf5simulator\/, last accessed April 2012. J. Kodovsk\u00fd. simulator of the nsF5 algorithm with wet paper codes (released 2008). http:\/\/dde.binghamton.edu\/download\/nsf5simulator\/, last accessed April 2012."},{"key":"e_1_3_2_1_17_1","volume-title":"Implementation of the JPHide and JPSeek algorithms ver 0.3 (released","author":"Latham A.","year":"1999","unstructured":"A. Latham . Implementation of the JPHide and JPSeek algorithms ver 0.3 (released August 1999 ). http:\/\/linux01.gwdg.de\/ alatham\/stego.html, last accessed April 2012. A. Latham. Implementation of the JPHide and JPSeek algorithms ver 0.3 (released August 1999). http:\/\/linux01.gwdg.de\/ alatham\/stego.html, last accessed April 2012."},{"key":"e_1_3_2_1_18_1","series-title":"LNCS","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1007\/978-3-642-16435-4_13","volume-title":"Proc. 12th Information Hiding Workshop","author":"Pevn\u00fd T.","year":"2010","unstructured":"T. Pevn\u00fd , T. Filler , and P. Bas . Using high-dimensional image models to perform highly undetectable steganography . In P. W. L. Fong, R. B\u00f6hme, and R. Safavi-Naini, editors, Proc. 12th Information Hiding Workshop , volume 6387 of LNCS , pages 161 -- 177 . Springer , 2010 . T. Pevn\u00fd, T. Filler, and P. Bas. Using high-dimensional image models to perform highly undetectable steganography. In P. W. L. Fong, R. B\u00f6hme, and R. Safavi-Naini, editors, Proc. 12th Information Hiding Workshop, volume 6387 of LNCS, pages 161--177. Springer, 2010."},{"key":"e_1_3_2_1_19_1","first-page":"03","volume":"6505","author":"Pevn\u00fd T.","year":"2007","unstructured":"T. Pevn\u00fd and J. Fridrich . Merging Markov and DCT features for multi-class JPEG steganalysis. In E. J. Delp III and P. W. Wong, editors, Media Watermarking, Security, and Forensics IX , volume 6505 , pages 03 -- 14 . SPIE, 2007 . T. Pevn\u00fd and J. Fridrich. Merging Markov and DCT features for multi-class JPEG steganalysis. In E. J. Delp III and P. W. Wong, editors, Media Watermarking, Security, and Forensics IX, volume 6505, pages 03--14. SPIE, 2007.","journal-title":"In E. J. Delp III and P. W. Wong, editors, Media Watermarking, Security, and Forensics IX"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2011.2175918"},{"key":"e_1_3_2_1_21_1","first-page":"323","volume-title":"Proc. 10th Conference on USENIX Security Symposium -","volume":"10","author":"Provos N.","year":"2001","unstructured":"N. Provos . Defending against statistical steganalysis . In Proc. 10th Conference on USENIX Security Symposium - Volume 10 , SSYM, pages 323 -- 335 . USENIX Association , 2001 . N. Provos. Defending against statistical steganalysis. In Proc. 10th Conference on USENIX Security Symposium - Volume 10, SSYM, pages 323--335. USENIX Association, 2001."},{"key":"e_1_3_2_1_22_1","volume-title":"Implementation of the OutGuess algorithm ver. 2.0 (released","author":"Provos N.","year":"2001","unstructured":"N. Provos . Implementation of the OutGuess algorithm ver. 2.0 (released October 2001 ). http:\/\/www.outguess.org\/, last accessed April 2012. N. Provos. Implementation of the OutGuess algorithm ver. 2.0 (released October 2001). http:\/\/www.outguess.org\/, last accessed April 2012."},{"key":"e_1_3_2_1_23_1","unstructured":"D. Upham. Implementation of the JSteg steganographic algorithm. http:\/\/zooid.org\/ paul\/crypto\/jsteg\/ last accessed on April 2012.  D. Upham. Implementation of the JSteg steganographic algorithm. http:\/\/zooid.org\/ paul\/crypto\/jsteg\/ last accessed on April 2012."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.5555\/647597.731875"},{"key":"e_1_3_2_1_25_1","volume-title":"Implementation of the F5 steganographic algorithm (released","author":"Westfeld A.","year":"2011","unstructured":"A. Westfeld . Implementation of the F5 steganographic algorithm (released May 2011 ). http:\/\/code.google.com\/p\/f5-steganography\/, last accessed April 2012. A. Westfeld. Implementation of the F5 steganographic algorithm (released May 2011). http:\/\/code.google.com\/p\/f5-steganography\/, last accessed April 2012."}],"event":{"name":"MM&Sec '12: Multimedia and Security Workshop","location":"Coventry United Kingdom","acronym":"MM&Sec '12","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the on Multimedia and security"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2361407.2361409","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2361407.2361409","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T09:34:16Z","timestamp":1750239256000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2361407.2361409"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,9,6]]},"references-count":25,"alternative-id":["10.1145\/2361407.2361409","10.1145\/2361407"],"URL":"https:\/\/doi.org\/10.1145\/2361407.2361409","relation":{},"subject":[],"published":{"date-parts":[[2012,9,6]]},"assertion":[{"value":"2012-09-06","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}