{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T03:53:38Z","timestamp":1782791618281,"version":"3.54.5"},"publisher-location":"Cham","reference-count":32,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030012663","type":"print"},{"value":"9783030012670","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-01267-0_40","type":"book-chapter","created":{"date-parts":[[2018,10,6]],"date-time":"2018-10-06T13:02:36Z","timestamp":1538830956000},"page":"682-697","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":877,"title":["HiDDeN: Hiding Data With Deep Networks"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2446-4630","authenticated-orcid":false,"given":"Jiren","family":"Zhu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Russell","family":"Kaplan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Justin","family":"Johnson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Li","family":"Fei-Fei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,10,7]]},"reference":[{"key":"40_CR1","unstructured":"Goodfellow, I.J., Shlens, J., Szegedy, C.: Explaining and harnessing adversarial examples. In: ICLR (2015)"},{"key":"40_CR2","unstructured":"Szegedy, C. et al.: Intriguing properties of neural networks. In: ICLR (2014)"},{"key":"40_CR3","doi-asserted-by":"crossref","unstructured":"Kurakin, A., Goodfellow, I., Bengio, S.: Adversarial examples in the physical world. In: ICLR Workshop (2017)","DOI":"10.1201\/9781351251389-8"},{"key":"40_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1007\/978-3-642-16435-4_13","volume-title":"Information Hiding","author":"T Pevn\u00fd","year":"2010","unstructured":"Pevn\u00fd, T., Filler, T., Bas, P.: Using high-dimensional image models to perform highly undetectable steganography. In: B\u00f6hme, R., Fong, P.W.L., Safavi-Naini, R. (eds.) IH 2010. LNCS, vol. 6387, pp. 161\u2013177. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-16435-4_13"},{"issue":"8","key":"40_CR5","doi-asserted-by":"publisher","first-page":"1956","DOI":"10.1109\/TIP.2007.901206","volume":"16","author":"N Bi","year":"2007","unstructured":"Bi, N., Sun, Q., Huang, D., Yang, Z., Huang, J.: Robust image watermarking based on multiband wavelets and empirical mode decomposition. IEEE Trans. Image Process. 16(8), 1956\u201366 (2007)","journal-title":"IEEE Trans. Image Process."},{"key":"40_CR6","doi-asserted-by":"crossref","unstructured":"Papernot, N., McDaniel, P., Goodfellow, I., Jha, S., Celik, Z.B., Swami, A.: Practical black-box attacks against machine learning. In: Proceedings of the 2017 ACM on Asia Conference on Computer and Communications Security, pp. 506\u2013519. ACM (2017)","DOI":"10.1145\/3052973.3053009"},{"key":"40_CR7","unstructured":"Van Schyndel, R.G., Tirkel, A.Z., Osborne, C.F.: A digital watermark. In: IEEE Converence on Image Processing, 1994, IEEE (1994)"},{"key":"40_CR8","unstructured":"Wolfgang, R.B., Delp, E.J.: A watermark for digital images. In: Proceedings of International Conference on Image Processing, 1996, vol. 3, pp. 219\u2013222. IEEE (1996)"},{"issue":"8","key":"40_CR9","doi-asserted-by":"publisher","first-page":"1725","DOI":"10.3923\/itj.2010.1725.1738","volume":"9","author":"J Qin","year":"2010","unstructured":"Qin, J., Xiang, X., Wang, M.X.: A review on detection of LSB matching steganography. Inf. Technol. J. 9(8), 1725\u20131738 (2010)","journal-title":"Inf. Technol. J."},{"key":"40_CR10","doi-asserted-by":"crossref","unstructured":"Holub, V., Fridrich, J.: Designing steganographic distortion using directional filters. In: 2012 IEEE International Workshop on Information Forensics and Security (WIFS), pp. 234\u2013239, December 2012","DOI":"10.1109\/WIFS.2012.6412655"},{"issue":"1","key":"40_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1687-417X-2014-1","volume":"2014","author":"V Holub","year":"2014","unstructured":"Holub, V., Fridrich, J., Denemark, T.: Universal distortion function for steganography in an arbitrary domain. EURASIP J. Inf. Secur. 2014(1), 1 (2014)","journal-title":"EURASIP J. Inf. Secur."},{"issue":"12","key":"40_CR12","doi-asserted-by":"publisher","first-page":"1673","DOI":"10.1109\/83.650120","volume":"6","author":"IJ Cox","year":"1997","unstructured":"Cox, I.J., Kilian, J., Leighton, F.T., Shamoon, T.: Secure spread spectrum watermarking for multimedia. IEEE Trans. Iimage Process. 6(12), 1673\u20131687 (1997)","journal-title":"IEEE Trans. Iimage Process."},{"issue":"5","key":"40_CR13","doi-asserted-by":"publisher","first-page":"875","DOI":"10.1109\/41.954550","volume":"48","author":"MS Hsieh","year":"2001","unstructured":"Hsieh, M.S., Tseng, D.C., Huang, Y.H.: Hiding digital watermarks using multiresolution wavelet transform. IEEE Trans. Ind. Electron. 48(5), 875\u2013882 (2001)","journal-title":"IEEE Trans. Ind. Electron."},{"issue":"6","key":"40_CR14","doi-asserted-by":"publisher","first-page":"1123","DOI":"10.1109\/83.846253","volume":"9","author":"S Pereira","year":"2000","unstructured":"Pereira, S., Pun, T.: Robust template matching for affine resistant image watermarks. IEEE Trans. Image Process. 9(6), 1123\u20131129 (2000)","journal-title":"IEEE Trans. Image Process."},{"key":"40_CR15","doi-asserted-by":"crossref","unstructured":"Potdar, V., Han, S., Chang, E.: A survey of digital image watermarking techniques. In: 3rd IEEE International Conference on Industrial Informatics (INDIN 2005), pp. 709\u2013716. IEEE (2005)","DOI":"10.1109\/INDIN.2005.1560462"},{"key":"40_CR16","unstructured":"Zheng, D., Zhao, J., El Saddik, A.: Rst-invariant digital image watermarking based on log-polar mapping and phase correlation. IEEE Trans. Circuits Syst. Video Technol. (2003)"},{"issue":"9","key":"40_CR17","first-page":"1","volume":"12","author":"B Isac","year":"2011","unstructured":"Isac, B., Santhi, V.: A study on digital image and video watermarking schemes using neural networks. Int. J. Comput. Appl. 12(9), 1\u20136 (2011)","journal-title":"Int. J. Comput. Appl."},{"key":"40_CR18","doi-asserted-by":"crossref","unstructured":"Jin, C., Wang, S.: Applications of a neural network to estimate watermark embedding strength. In: Workshop on Image Analysis for Multimedia Interactive Services, IEEE (2007)","DOI":"10.1109\/WIAMIS.2007.23"},{"key":"40_CR19","doi-asserted-by":"crossref","unstructured":"Kandi, H., Mishra, D., Gorthi, S.R.S.: Exploring the learning capabilities of convolutional neural networks for robust image watermarking. Comput. Secur. (2017)","DOI":"10.1016\/j.cose.2016.11.016"},{"key":"40_CR20","unstructured":"Mun, S.M., Nam, S.H., Jang, H.U., Kim, D., Lee, H.K.: A robust blind watermarking using convolutional neural network. arXiv preprint arXiv:1704.03248 (2017)"},{"key":"40_CR21","unstructured":"Hayes, J., Danezis, G.: Generating steganographic images via adversarial training. In: NIPS (2017)"},{"key":"40_CR22","unstructured":"Baluja, S.: Hiding images in plain sight: deep steganography. In: NIPS (2017)"},{"key":"40_CR23","unstructured":"Abadi, M., Andersen, D.G.: Learning to protect communications with adversarial neural cryptography. arXiv preprint arXiv:1610.06918 (2016)"},{"key":"40_CR24","doi-asserted-by":"crossref","unstructured":"Uchida, Y., Nagai, Y., Sakazawa, S., Satoh, S.: Embedding watermarks into deep neural networks. In: International Conference on Multimedia Retrieval (2017)","DOI":"10.1145\/3078971.3078974"},{"key":"40_CR25","doi-asserted-by":"crossref","unstructured":"Fang, T., Jaggi, M., Argyraki, K.: Generating steganographic text with LSTMs. In: ACL Student Research Workshop 2017. Number EPFL-CONF-229881 (2017)","DOI":"10.18653\/v1\/P17-3017"},{"key":"40_CR26","unstructured":"Goodfellow, I. et al.: Generative adversarial nets. In: NIPS (2014)"},{"key":"40_CR27","doi-asserted-by":"crossref","unstructured":"Wallace, G.K.: The jpeg still picture compression standard. IEEE Trans. Consum. Electron. 38(1), xviii\u2013xxxiv (1992)","DOI":"10.1109\/30.125072"},{"key":"40_CR28","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"740","DOI":"10.1007\/978-3-319-10602-1_48","volume-title":"Computer Vision \u2013 ECCV 2014","author":"T-Y Lin","year":"2014","unstructured":"Lin, T.-Y., et al.: Microsoft COCO: common objects in context. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014. LNCS, vol. 8693, pp. 740\u2013755. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-10602-1_48"},{"key":"40_CR29","unstructured":"Kingma, D., Ba, J.: Adam: a method for stochastic optimization. In: ICLR (2015)"},{"key":"40_CR30","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/j.engappai.2015.12.013","volume":"50","author":"D Lerch-Hostalot","year":"2016","unstructured":"Lerch-Hostalot, D., Megas, D.: Unsupervised steganalysis based on artificial training sets. Eng. Appl. Artif. Intell. 50, 45\u201359 (2016)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"40_CR31","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1007\/978-3-642-24178-9_5","volume-title":"Information Hiding","author":"P Bas","year":"2011","unstructured":"Bas, P., Filler, T., Pevn\u00fd, T.: \u201cBreak Our Steganographic System\u201d: the ins and outs of organizing BOSS. In: Filler, T., Pevn\u00fd, T., Craver, S., Ker, A. (eds.) IH 2011. LNCS, vol. 6958, pp. 59\u201370. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-24178-9_5"},{"key":"40_CR32","unstructured":"Digimarc: Digimarc. https:\/\/www.digimarc.com\/home"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01267-0_40","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T18:48:34Z","timestamp":1775242114000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01267-0_40"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030012663","9783030012670"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01267-0_40","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"7 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/eccv2018.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}