{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T05:53:08Z","timestamp":1781934788985,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,6,20]],"date-time":"2017-06-20T00:00:00Z","timestamp":1497916800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Air Force Office of Scientific Research","award":["FA9950-12-1-0124"],"award-info":[{"award-number":["FA9950-12-1-0124"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,6,20]]},"DOI":"10.1145\/3082031.3083248","type":"proceedings-article","created":{"date-parts":[[2017,6,14]],"date-time":"2017-06-14T18:46:30Z","timestamp":1497465990000},"page":"75-84","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":136,"title":["JPEG-Phase-Aware Convolutional Neural Network for Steganalysis of JPEG Images"],"prefix":"10.1145","author":[{"given":"Mo","family":"Chen","sequence":"first","affiliation":[{"name":"Binghamton Universtiy, Binghamton, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vahid","family":"Sedighi","sequence":"additional","affiliation":[{"name":"Binghamton Universtiy, Binghamton, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mehdi","family":"Boroumand","sequence":"additional","affiliation":[{"name":"Binghamton Universtiy, Binghamton, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jessica","family":"Fridrich","sequence":"additional","affiliation":[{"name":"Binghamton Universtiy, Binghamton, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2017,6,20]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"13th International Conference (Lecture Notes in Computer Science), T. Filler, T. Pevny, A. Ker, and S. Craver (Eds.)","volume":"6958","author":"Bas P.","unstructured":"P. Bas , T. Filler , and T. Pevny . 2011. Break Our Steganographic System -- the Ins and Outs of Organizing BOSS. In Information Hiding , 13th International Conference (Lecture Notes in Computer Science), T. Filler, T. Pevny, A. Ker, and S. Craver (Eds.) , Vol. 6958 . Springer Berlin Heidelberg, Prague, Czech Republic, 59--70. P. Bas, T. Filler, and T. Pevny. 2011. Break Our Steganographic System -- the Ins and Outs of Organizing BOSS. In Information Hiding, 13th International Conference (Lecture Notes in Computer Science), T. Filler, T. Pevny, A. Ker, and S. Craver (Eds.), Vol. 6958. Springer Berlin Heidelberg, Prague, Czech Republic, 59--70."},{"key":"e_1_3_2_1_2_1","unstructured":"P. Bas and T. Furon. 2007. BOWS-2. http:\/\/bows2.ec-lille.fr. (July 2007).  P. Bas and T. Furon. 2007. BOWS-2. http:\/\/bows2.ec-lille.fr. (July 2007)."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2909827.2930786"},{"key":"e_1_3_2_1_4_1","volume-title":"Selection- Channel-Aware Rich Model for Steganalysis of Digital Images. In IEEE International Workshop on Information Forensics and Security","author":"Denemark T.","unstructured":"T. Denemark , V. Sedighi , V. Holub , R. Cogranne , and J. Fridrich . 2014 . Selection- Channel-Aware Rich Model for Steganalysis of Digital Images. In IEEE International Workshop on Information Forensics and Security . Atlanta, GA. T. Denemark, V. Sedighi, V. Holub, R. Cogranne, and J. Fridrich. 2014. Selection- Channel-Aware Rich Model for Steganalysis of Digital Images. In IEEE International Workshop on Information Forensics and Security. Atlanta, GA."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2555281"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2012.2190402"},{"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","volume-title":"Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS '10)","author":"Glorot Xavier","year":"2010","unstructured":"Xavier Glorot and Yoshua Bengio . 2010 . Understanding the difficulty of training deep feedforward neural networks . In Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS '10) . Sardinia, Italy, 249--256. Xavier Glorot and Yoshua Bengio. 2010. Understanding the difficulty of training deep feedforward neural networks. In Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS '10). Sardinia, Italy, 249--256."},{"key":"e_1_3_2_1_9_1","volume-title":"An Efficient JPEG Steganographic Scheme Using Uniform Embedding","author":"Guo L.","unstructured":"L. Guo , J. Ni , and Y.-Q. Shi . 2012. An Efficient JPEG Steganographic Scheme Using Uniform Embedding . In Fourth IEEE InternationalWorkshop on Information Forensics and Security. Tenerife, Spain . L. Guo, J. Ni, and Y.-Q. Shi. 2012. An Efficient JPEG Steganographic Scheme Using Uniform Embedding. In Fourth IEEE InternationalWorkshop on Information Forensics and Security. Tenerife, Spain."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2014.2312817"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/11552055_12"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2014.2364918"},{"key":"e_1_3_2_1_13_1","volume-title":"Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics","volume":"9409","author":"Holub V.","year":"2015","unstructured":"V. Holub and J. Fridrich . 2015. Phase-Aware Projection Model for Steganalysis of JPEG Images . In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2015 , A. Alattar and N. D. Memon (Eds.) , Vol. 9409 . San Francisco, CA, 0T 1--11. V. Holub and J. Fridrich. 2015. Phase-Aware Projection Model for Steganalysis of JPEG Images. In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2015, A. Alattar and N. D. Memon (Eds.), Vol. 9409. San Francisco, CA, 0T 1--11."},{"key":"e_1_3_2_1_14_1","volume-title":"Special Issue on Revised Selected Papers of the 1st ACM IH and MMS Workshop 2014:1","author":"Holub V.","year":"2014","unstructured":"V. Holub , J. Fridrich , and T. Denemark . 2014. Universal Distortion Design for Steganography in an Arbitrary Domain. EURASIP Journal on Information Security , Special Issue on Revised Selected Papers of the 1st ACM IH and MMS Workshop 2014:1 ( 2014 ). V. Holub, J. Fridrich, and T. Denemark. 2014. Universal Distortion Design for Steganography in an Arbitrary Domain. EURASIP Journal on Information Security, Special Issue on Revised Selected Papers of the 1st ACM IH and MMS Workshop 2014:1 (2014)."},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics","volume":"8303","author":"Kodovsky J.","year":"2012","unstructured":"J. Kodovsky and J. Fridrich . 2012. Steganalysis of JPEG Images Using Rich Models . In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2012 , A. Alattar, N. D. Memon, and E. J. Delp (Eds.) , Vol. 8303 . San Francisco, CA, 0A 1--13. J. Kodovsky and J. Fridrich. 2012. Steganalysis of JPEG Images Using Rich Models. In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2012, A. Alattar, N. D. Memon, and E. J. Delp (Eds.), Vol. 8303. San Francisco, CA, 0A 1--13."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2011.2175919"},{"key":"e_1_3_2_1_17_1","volume-title":"Defending Against Statistical Steganalysis. In 10th USENIX Security Symposium","author":"Provos N.","year":"2001","unstructured":"N. Provos . 2001 . Defending Against Statistical Steganalysis. In 10th USENIX Security Symposium . Washington, DC, 323--335. N. Provos. 2001. Defending Against Statistical Steganalysis. In 10th USENIX Security Symposium. Washington, DC, 323--335."},{"key":"e_1_3_2_1_18_1","volume-title":"Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics","volume":"9409","author":"Qian Y.","year":"2015","unstructured":"Y. Qian , J. Dong , W. Wang , and T. Tan . 2015. Deep learning for steganalysis via convolutional neural networks . In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2015 , A. Alattar and N. D. Memon (Eds.) , Vol. 9409 . San Francisco, CA, 0J 1--10. Y. Qian, J. Dong, W. Wang, and T. Tan. 2015. Deep learning for steganalysis via convolutional neural networks. In Proceedings SPIE, Electronic Imaging, Media Watermarking, Security, and Forensics 2015, A. Alattar and N. D. Memon (Eds.), Vol. 9409. San Francisco, CA, 0J 1--10."},{"key":"e_1_3_2_1_19_1","volume-title":"IEEE International Conference on Image Processing (ICIP)","author":"Qian Y.","unstructured":"Y. Qian , J. Dong , W. Wang , and T. Tan . 2016. Learning and transferring representations for image steganalysis using convolutional neural network . In IEEE International Conference on Image Processing (ICIP) . Phoenix, AZ, 2752--2756. Y. Qian, J. Dong, W. Wang, and T. Tan. 2016. Learning and transferring representations for image steganalysis using convolutional neural network. In IEEE International Conference on Image Processing (ICIP). Phoenix, AZ, 2752--2756."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1142\/S0219467805001719"},{"key":"e_1_3_2_1_21_1","volume-title":"Proceedings IS&T, Electronic Imaging, Media Watermarking, Security, and Forensics","author":"Sedighi V.","year":"2017","unstructured":"V. Sedighi and J. Fridrich . 2017. Histogram Layer, Moving Convolutional Neural Networks Towards Feature-based Steganalysis . In Proceedings IS&T, Electronic Imaging, Media Watermarking, Security, and Forensics 2017 , A. Alattar and N. D. Memon (Eds.). Burlingame, CA. V. Sedighi and J. Fridrich. 2017. Histogram Layer, Moving Convolutional Neural Networks Towards Feature-based Steganalysis. In Proceedings IS&T, Electronic Imaging, Media Watermarking, Security, and Forensics 2017, A. Alattar and N. D. Memon (Eds.). Burlingame, CA."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/2756601.2756608"},{"key":"e_1_3_2_1_23_1","volume-title":"Signal and Information Processing Association Annual Summit and Conference (APSIPA)","author":"Tan S.","year":"2014","unstructured":"S. Tan and B. Li . 2014. Stacked convolutional auto-encoders for steganalysis of digital images . In Signal and Information Processing Association Annual Summit and Conference (APSIPA) , 2014 Asia-Pacific. 1--4. S. Tan and B. Li. 2014. Stacked convolutional auto-encoders for steganalysis of digital images. In Signal and Information Processing Association Annual Summit and Conference (APSIPA), 2014 Asia-Pacific. 1--4."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2014.2310126"},{"key":"e_1_3_2_1_25_1","volume-title":"Sixth IEEE International Workshop on Information Forensics and Security","author":"Thai T. H.","unstructured":"T. H. Thai , R. Cogranne , and F. Retraint . 2014. Optimal Detection of OutGuess using an Accurate Model of DCT Coefficients . In Sixth IEEE International Workshop on Information Forensics and Security . Atlanta, GA. T. H. Thai, R. Cogranne, and F. Retraint. 2014. Optimal Detection of OutGuess using an Accurate Model of DCT Coefficients. In Sixth IEEE International Workshop on Information Forensics and Security. Atlanta, GA."},{"key":"e_1_3_2_1_26_1","unstructured":"D. Upham. Steganographic algorithm JSteg. Software available at http:\/\/zooid.org\/ paul\/crypto\/jsteg.  D. Upham. Steganographic algorithm JSteg. Software available at http:\/\/zooid.org\/ paul\/crypto\/jsteg."},{"key":"e_1_3_2_1_27_1","unstructured":"A. Vedaldi and K. Lenc. 2014. MatConvNet - Convolutional Neural Networks for MATLAB. CoRR abs\/1412.4564 (2014). http:\/\/arxiv.org\/abs\/1412.4564  A. Vedaldi and K. Lenc. 2014. MatConvNet - Convolutional Neural Networks for MATLAB. CoRR abs\/1412.4564 (2014). http:\/\/arxiv.org\/abs\/1412.4564"},{"key":"e_1_3_2_1_28_1","volume-title":"4th International Workshop (Lecture Notes in Computer Science), I. S. Moskowitz (Ed.)","volume":"2137","author":"Westfeld A.","year":"2001","unstructured":"A. Westfeld . 2001 . High Capacity Despite Better Steganalysis (F5 -- A Steganographic Algorithm). In Information Hiding , 4th International Workshop (Lecture Notes in Computer Science), I. S. Moskowitz (Ed.) , Vol. 2137 . Springer-Verlag, New York, Pittsburgh, PA, 289--302. A. Westfeld. 2001. High Capacity Despite Better Steganalysis (F5 -- A Steganographic Algorithm). In Information Hiding, 4th International Workshop (Lecture Notes in Computer Science), I. S. Moskowitz (Ed.), Vol. 2137. Springer-Verlag, New York, Pittsburgh, PA, 289--302."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/2909827.2930798"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2548421"},{"key":"e_1_3_2_1_31_1","volume-title":"Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14)","author":"Yosinski J.","unstructured":"J. Yosinski , J. Clune , Y. Bengio , and H. Lipson . 2014. How Transferable Are Features in Deep Neural Networks? . In Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14) . Cambridge, MA, 3320--3328. J. Yosinski, J. Clune, Y. Bengio, and H. Lipson. 2014. How Transferable Are Features in Deep Neural Networks?. In Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14). Cambridge, MA, 3320--3328."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/952532.952595"}],"event":{"name":"IH&MMSec '17: ACM Information Hiding and Multimedia Security Workshop","location":"Philadelphia Pennsylvania USA","acronym":"IH&MMSec '17","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3082031.3083248","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3082031.3083248","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3082031.3083248","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T03:03:31Z","timestamp":1750215811000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3082031.3083248"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,6,20]]},"references-count":32,"alternative-id":["10.1145\/3082031.3083248","10.1145\/3082031"],"URL":"https:\/\/doi.org\/10.1145\/3082031.3083248","relation":{},"subject":[],"published":{"date-parts":[[2017,6,20]]},"assertion":[{"value":"2017-06-20","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}